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class="bj r c bk u ac"></div><section class="bl k l m n o p q c bm ac"><div class="bn s bo bp"><div class="bn c"><h1 class="bq y br af bs ag bt bu bv c">Your stories</h1></div><div class="bn s"><div class="bw c"><a href="https://medium.com/p/import?source=your_stories_page---------------------------" class="bx bq y by bz ca cb cc av cd af b ag ah ai aj ce cf q cg ch ay">Import a story</a></div><div class="c"><a href="https://medium.com/new-story?source=your_stories_page---------------------------" class="bx by ci cj ck cl cm cn av cd af b ag ah ai aj ce cf q cg ch ay">Write a story</a></div></div></div><div class="c"><nav class="co"><ul class="cp au cq cr cs"><li class="cg ct cu cv cw"><span class="af b ag ah ai aj c ak al"><a class="am an ao ap aq ar as at au av aw ax ay az ba bb" href="https://medium.com/me/stories/drafts?source=your_stories_page---------------------------">Drafts 88</a></span></li><li class="cg ct cu cv cx"><span class="af b ag ah ai aj c bq y"><a class="am an ao ap aq ar as at au av aw ax ay az ba bb" href="https://medium.com/me/stories/public?source=your_stories_page---------------------------">Published 221</a></span></li><li class="cg ct cu cv cw"><span class="af b ag ah ai aj c ak al"><a class="am an ao ap aq ar as at au av aw ax ay az ba bb" href="https://medium.com/me/stories/unlisted?source=your_stories_page---------------------------">Unlisted 11</a></span></li></ul></nav></div><div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/b98447caedd8?source=your_stories_page---------------------------">Docker Without the Hassle</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/b98447caedd8?source=your_stories_page---------------------------">Using repo2docker to automatically build Docker containers</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published<!-- --> <div class="cg"><div><div class="cg">on <!-- -->Dec 17</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">4 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/4f05b2d91724?source=your_stories_page---------------------------">Thanks for your kind words!</a></h3></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published<!-- --> <div class="cg"><div><div class="cg">on <!-- -->Dec 15</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/aec7e3dd0b60?source=your_stories_page---------------------------">Aaron Swartz’s story is a tragedy, especially because he was motivated by trying to make…</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/aec7e3dd0b60?source=your_stories_page---------------------------">Have you by chance read his blog? Raw Thoughts. He clearly had wisdom beyond his years.</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published<!-- --> <div class="cg"><div><div class="cg">on <!-- -->Dec 15</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/d3219eb7a7af?source=your_stories_page---------------------------">Introduction to Interactive Time Series Visualizations with Plotly in Python</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/d3219eb7a7af?source=your_stories_page---------------------------">Up and running with the powerful plotly visualization library</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published<!-- --> <div class="cg"><div><div class="cg">on <!-- -->Dec 15</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">8 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/f4a14f94a1d0?source=your_stories_page---------------------------">There are plenty of people more prolific than me!</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/f4a14f94a1d0?source=your_stories_page---------------------------">Keep a regular schedule (when I wake up and go to bed)</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published<!-- --> <div class="cg"><div><div class="cg">on <!-- -->Dec 13</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/6e5580173fcc?source=your_stories_page---------------------------">Thanks Leandro, it means a lot when I’m able to help others.</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/6e5580173fcc?source=your_stories_page---------------------------">Writing can be tough, but it’s one of the most effective ways to learn new subjects. I look forward to seeing your articles and shoot me a…</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published<!-- --> <div class="cg"><div><div class="cg">on <!-- -->Dec 13</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/476e8e5d1ff2?source=your_stories_page---------------------------">Please Steal My Articles</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/476e8e5d1ff2?source=your_stories_page---------------------------">A personal license for information sharing</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published<!-- --> <div class="cg"><div><div class="cg">on <!-- -->Dec 9</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">5 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/a63f9578a38c?source=your_stories_page---------------------------">How to Write a Jupyter Notebook Extension</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/a63f9578a38c?source=your_stories_page---------------------------">Make the Jupyter Notebook your playground</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published<!-- --> <div class="cg"><div><div class="cg">on <!-- -->Dec 8</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">6 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/517fa69d2231?source=your_stories_page---------------------------">Jupyter Notebook Extensions</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/517fa69d2231?source=your_stories_page---------------------------">How to get the most from the notebook environment</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published<!-- --> <div class="cg"><div><div class="cg">on <!-- -->Dec 7</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">4 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/3453ffed84f3?source=your_stories_page---------------------------">These API’s are really fun (and sometimes useful)!</a></h3></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published<!-- --> <div class="cg"><div><div class="cg">on <!-- -->Dec 1</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/60b136883d4d?source=your_stories_page---------------------------">Python and Slack: A Natural Match</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/60b136883d4d?source=your_stories_page---------------------------">How to send Slack messages, post plots, and monitor machine learning models programmatically with Python</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Dec 1</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">7 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/b7d48fd806d8?source=your_stories_page---------------------------">I wrote another article about deploying this to the public on AWS here.</a></h3></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Nov 28</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/a104f8767542?source=your_stories_page---------------------------">Thanks! I’m glad that others find my work useful.</a></h3></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Nov 28</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/e1af76f3ec18?source=your_stories_page---------------------------">This wasn’t entirely serious, but I do think academics have a tendency to overcomplicate things.</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/e1af76f3ec18?source=your_stories_page---------------------------">My view is that there is nothing in data science one can’t learn on her own with an internet connection and that the biggest barrier is…</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Nov 28</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/7144be007815?source=your_stories_page---------------------------">Estimating Probabilities with Bayesian Modeling in Python</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/7144be007815?source=your_stories_page---------------------------">A simple application of Probabilistic Programming with PyMC3 in Python</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Nov 28</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">11 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/dd09190245ce?source=your_stories_page---------------------------">Transfer Learning with Convolutional Neural Networks in PyTorch</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/dd09190245ce?source=your_stories_page---------------------------">How to use a pre-trained convolutional neural network for object recognition with PyTorch</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Nov 26</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">14 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/57ed772b2319?source=your_stories_page---------------------------">Deploying a Python Web App on AWS</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/57ed772b2319?source=your_stories_page---------------------------">How to share your Python project with the world</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Nov 18</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">6 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/5901c752bfa9?source=your_stories_page---------------------------">If you run the app usingapp.run(host='0.0.0.0',</a></h3></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Nov 18</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/fc0f2354a7ff?source=your_stories_page---------------------------">Deploying a Keras Deep Learning Model as a Web Application in P</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/fc0f2354a7ff?source=your_stories_page---------------------------">Deep learning, web apps, Flask, HTML, and CSS in one project</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Nov 17</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">6 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/ad0205ca4c86?source=your_stories_page---------------------------">Modeling: Teaching a Machine Learning Algorithm to Deliver Business Value</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/ad0205ca4c86?source=your_stories_page---------------------------">How to train, tune, and validate a machine learning model</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Nov 15</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">9 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/93ab191bcc2d?source=your_stories_page---------------------------">Feature Engineering: What Powers Machine Learning</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/93ab191bcc2d?source=your_stories_page---------------------------">Extracting Features for Supervised Learning</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Nov 12</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">7 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/eb09585b332e?source=your_stories_page---------------------------">How to Create Value with Machine Learning</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/eb09585b332e?source=your_stories_page---------------------------">A General-Purpose Framework for Defining and Solving Meaningful Problems in 3 Steps</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Nov 7</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">5 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/b3b8f622683b?source=your_stories_page---------------------------">Prediction Engineering: How to Set Up Your Machine Learning Problem</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/b3b8f622683b?source=your_stories_page---------------------------">An explanation and implementation of the first step in solving problems with machine learning</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Nov 7</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">8 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/ffd204f99470?source=your_stories_page---------------------------">Recurrent Neural Networks by Example in Python</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/ffd204f99470?source=your_stories_page---------------------------">Using a Recurrent Neural Network to Write Patents</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Nov 4</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">15 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/692c8c35f4a5?source=your_stories_page---------------------------">Overcome Your Biases with Data</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/692c8c35f4a5?source=your_stories_page---------------------------">We’re awful at viewing the world objectively. Data can help.</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Nov 1</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">6 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/4fa5113b56e0?source=your_stories_page---------------------------">Those basic skills go a long way.</a></h3></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Oct 28</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/cb8848de6821?source=your_stories_page---------------------------">Great points.</a></h3></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Oct 28</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/e120600b863f?source=your_stories_page---------------------------">There’s nothing wrong with getting a start in academia, there are just different standards required…</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/e120600b863f?source=your_stories_page---------------------------">Software engineering is typically not emphasized in most beginning data science textbooks or courses, but if you make these practices into…</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Oct 28</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/c245ebc60100?source=your_stories_page---------------------------">Thank you for your kind words!</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/c245ebc60100?source=your_stories_page---------------------------">Fortunately, there are lots of great resources in all these areas:</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Oct 28</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/3b4f9adbd653?source=your_stories_page---------------------------">Great points.</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/3b4f9adbd653?source=your_stories_page---------------------------">The top-down approach has served me well in the past. I think a great example of it is the fast.ai series of courses for deep learning…</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Oct 26</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/1310dab9f566?source=your_stories_page---------------------------">My Weaknesses as a Data Scientist</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/1310dab9f566?source=your_stories_page---------------------------">Without recognizing our weak points, we’ll never be able to overcome them</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Oct 26</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">11 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/590ab40d1995?source=your_stories_page---------------------------">The Power of I Don’t Know</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/590ab40d1995?source=your_stories_page---------------------------">Intellectual humility is not a weakness but a strength</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Oct 17</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">8 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/753a764cfb0d?source=your_stories_page---------------------------">My approach may not be best for all projects: for example, if you only need a few articles, then…</a></h3></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Oct 15</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/e38818e05ee3?source=your_stories_page---------------------------">Yep, breaking one big problem into smaller manageable tasks is an effective method for tackling…</a></h3></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Oct 15</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/b62fe24c752b?source=your_stories_page---------------------------">You’re absolutely right! I corrected the article and thanks for the proof-reading.</a></h3></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Oct 14</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/90d5a6931239?source=your_stories_page---------------------------">Your passion for writing and data science definitely show through!</a></h3></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Oct 14</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/5a066571a174?source=your_stories_page---------------------------">Thank you!</a></h3></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Oct 14</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/19c874791b09?source=your_stories_page---------------------------">I’m still learning these concepts myself, and writing articles helps the writer understand an idea…</a></h3></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Oct 14</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/1c9c917f5ff9?source=your_stories_page---------------------------">Simpson’s Paradox: How to Prove Opposite Arguments with the Same Data</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/1c9c917f5ff9?source=your_stories_page---------------------------">Understanding a statistical phenomenon and the importance of asking why</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Oct 12</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">10 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/1ef92e5c80c9?source=your_stories_page---------------------------">Building a Recommendation System Using Neural Network Embeddings</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/1ef92e5c80c9?source=your_stories_page---------------------------">How to use deep learning and Wikipedia to create a book recommendation system</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Oct 4</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">13 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/20f807c055a7?source=your_stories_page---------------------------">Thanks for sharing, I was not aware of DBPEDIA.</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/20f807c055a7?source=your_stories_page---------------------------">I am interested in what I can do with all of this data (I’ll have one application out soon), and I would enjoy hearing from the community…</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Oct 3</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/b8a081e397d8?source=your_stories_page---------------------------">It’s always good to have a well-laid plan!</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/b8a081e397d8?source=your_stories_page---------------------------">It’s also helpful to mix learning with practicing. It sounds like you already do this by studying and then competing in Kaggle…</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Oct 3</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/18e035124da8?source=your_stories_page---------------------------">Thank you for the kind words!</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/18e035124da8?source=your_stories_page---------------------------">Don’t feel like you have to know everything before you start contributing. We are all on this journey together, and everyone has their own…</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Oct 3</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/1ea2cdeae179?source=your_stories_page---------------------------">Yes, one of the most common use cases for embeddings is word embeddings used for natural language…</a></h3></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Oct 2</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/4d028e6f0526?source=your_stories_page---------------------------">Neural Network Embeddings Explained</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/4d028e6f0526?source=your_stories_page---------------------------">How deep learning can represent War and Peace as a vector</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Oct 1</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">8 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/c03b362e9c9?source=your_stories_page---------------------------">Yes, there is quite a lot of other information to be gleaned from Wikipedia.</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/c03b362e9c9?source=your_stories_page---------------------------">If you are interested in exploring the talk pages of articles, then you can find those in the Wikimedia dumps as well. You can look on the…</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Sep 28</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/e5aa67eaf807?source=your_stories_page---------------------------">Featuretools on Spark</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/e5aa67eaf807?source=your_stories_page---------------------------">Distributed feature engineering in Featuretools with Spark</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Sep 26</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">9 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/feature-labs-engineering?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Engineering @ Feature Labs</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/477d0545d568?source=your_stories_page---------------------------">Keras has more articles on Medium yet a lower weighted score for Medium.</a></h3></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Sep 25</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/c08efbac5f5c?source=your_stories_page---------------------------">Wikipedia Data Science: Working with the World’s Largest Encyclopedia</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/c08efbac5f5c?source=your_stories_page---------------------------">How to programmatically download and parse the Wikipedia</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Sep 23</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">16 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/5d6830408467?source=your_stories_page---------------------------">Converting Medium Posts to Markdown for Your Blog</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/5d6830408467?source=your_stories_page---------------------------">How to quickly export Medium articles to your blog</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Sep 16</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">7 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/fd0b43cbd886?source=your_stories_page---------------------------">Five Minutes to Your Own Website</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/fd0b43cbd886?source=your_stories_page---------------------------">How to Use GitHub Pages and Jekyll to get started with your own — entirely free — blog</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Sep 16</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">5 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/8fae1e187a64?source=your_stories_page---------------------------">Another Machine Learning Walk-Through and a Challenge</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/8fae1e187a64?source=your_stories_page---------------------------">Don’t just read about machine learning — practice it!</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Sep 10</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">15 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/8dd7ea9be6a9?source=your_stories_page---------------------------">Great work! I’m always glad to see another contributor to the data science community.</a></h3></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Sep 9</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/e6bebe232403?source=your_stories_page---------------------------">Yes, the struggle against perfection is real!</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/e6bebe232403?source=your_stories_page---------------------------">I’m glad you are able to get over the perfectionist barrier and release videos. I took a look at your YouTube channel and I’m impressed…</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Sep 9</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/be0a6aaf0684?source=your_stories_page---------------------------">That’s a great point!</a></h3></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Sep 9</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/6d62325bb615?source=your_stories_page---------------------------">These are all good points to keep in mind for our daily life!</a></h3></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Sep 5</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/cc842795ed52?source=your_stories_page---------------------------">Practical Advice for Data Science Writing</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/cc842795ed52?source=your_stories_page---------------------------">A few useful tips to get started writing about your data science projects</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Sep 3</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">10 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/e4c20d204b3b?source=your_stories_page---------------------------">Yes, it’s very difficult to get everything perfect the first time!</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/e4c20d204b3b?source=your_stories_page---------------------------">This can give a false impression that data scientists know what we are doing the whole time and complete everything in one go. A more…</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Aug 30</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/e26be57dd964?source=your_stories_page---------------------------">That looks correct although this competition uses the Macro average F1 Score because it’s a…</a></h3></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Aug 30</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/3fb56c8f20ae?source=your_stories_page---------------------------">Thanks for sharing this resource.</a></h3></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Aug 30</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/1842b187bb4b?source=your_stories_page---------------------------">Thanks for the kind words.</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/1842b187bb4b?source=your_stories_page---------------------------">The two sources I relied on for an overview of the GBM are:</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Aug 30</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/fecb4b8963d9?source=your_stories_page---------------------------">No problem. Although don’t thank me, thank the folks at repl.it!</a></h3></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Aug 30</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/77bf308a9b76?source=your_stories_page---------------------------">An Implementation and Explanation of the Random Forest in Python</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/77bf308a9b76?source=your_stories_page---------------------------">A guide for using and understanding the random forest by building up from a single decision tree.</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Aug 30</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">15 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/3dce6bdf4895?source=your_stories_page---------------------------">How to Put Fully Interactive, Runnable Code in a Medium Post</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/3dce6bdf4895?source=your_stories_page---------------------------">Code is meant to be interactive.</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Aug 29</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/2773bd52daf0?source=your_stories_page---------------------------">A “Data Science for Good” Machine Learning Project Walk-Through in Python: Part Two</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/2773bd52daf0?source=your_stories_page---------------------------">Getting the most from our model, figuring out what it all means, and experimenting with new techniques</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Aug 20</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">15 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/1977dd701dbc?source=your_stories_page---------------------------">A “Data Science for Good“ Machine Learning Project Walk-Through in Python: Part One</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/1977dd701dbc?source=your_stories_page---------------------------">Solving a complete machine learning problem for societal benefit</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Aug 20</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">16 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/46b167d92b74?source=your_stories_page---------------------------">Thanks for sharing your story!</a></h3></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Aug 19</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/38ad2d75f21c?source=your_stories_page---------------------------">How to Visualize a Decision Tree from a Random Forest in Python using Scikit-Learn</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/38ad2d75f21c?source=your_stories_page---------------------------">A helpful utility for understanding your model</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Aug 18</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">2 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/3db88aec33b7?source=your_stories_page---------------------------">Parallelizing Feature Engineering with Dask</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/3db88aec33b7?source=your_stories_page---------------------------">How to scale Featuretools using parallel processing</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Aug 16</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">10 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/eb40a0f5fc72?source=your_stories_page---------------------------">While the features are not “obvious” they are all interpretable because DFS combines (stacks)…</a></h3></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Aug 16</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/48de49346a62?source=your_stories_page---------------------------">Feature engineering is crucial and you’re right that if we have better features, we don’t need such…</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/48de49346a62?source=your_stories_page---------------------------">Thanks for the resource. That’s an interesting approach to feature engineering and I’m eager to try it out!</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Aug 14</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/daa0b40406d6?source=your_stories_page---------------------------">One of the best parts about Featuretools is that it’s not constrained by human limits on creativity…</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/daa0b40406d6?source=your_stories_page---------------------------">That’s not to say that people don’t think of great features, but only that we often miss out on some potentially useful features because we…</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Aug 14</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/3e8a50d34a25?source=your_stories_page---------------------------">Yes, I’ve done some work on feature selection.</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/3e8a50d34a25?source=your_stories_page---------------------------">I see the role of the data scientist changing over the next few years as first model tuning and then feature engineering is automated. I’m…</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Aug 14</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/1c9a7808ac9?source=your_stories_page---------------------------">I’ve used TPOT several times and while it does have functionality for feature preprocessing, such…</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/1c9a7808ac9?source=your_stories_page---------------------------">As far as I’m aware, Featuretools is the only open-source Python library for the kind of automated feature engineering done in these…</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Aug 14</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/50715f37833a?source=your_stories_page---------------------------">The most important part of a data science project is writing a blog post</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/50715f37833a?source=your_stories_page---------------------------">Writing creates opportunities, gives you critical communication practice, and makes you a better data scientist through feedback</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Aug 11</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">7 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/47d5af310a8a?source=your_stories_page---------------------------">This post doesn’t go too far into the details, but Featuretools has extensive support for…</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/47d5af310a8a?source=your_stories_page---------------------------">If you take a look at this notebook, I use a number of custom time-series primitives building on functions from the tsfresh package. I’d…</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Aug 9</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/cbf800230450?source=your_stories_page---------------------------">Yes, automated feature engineering is a technique that’s only increasing in importance!</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/cbf800230450?source=your_stories_page---------------------------">There are quite a few examples of how to use Featuretools on GitHub in addition to all the notebooks for this project. If you need any…</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Aug 9</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/5c15bf188b96?source=your_stories_page---------------------------">Why Automated Feature Engineering Will Change the Way You Do Machine Learning</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/5c15bf188b96?source=your_stories_page---------------------------">Automated feature engineering will save you time, build better predictive models, create meaningful features, and prevent data leakage</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Aug 9</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">11 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/d26ced1bbd46?source=your_stories_page---------------------------">How to get the right data? Trying asking for it.</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/d26ced1bbd46?source=your_stories_page---------------------------">An example of why the most important skills in data science may not be technical</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Jul 26</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">5 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/db04ea415507?source=your_stories_page---------------------------">Machine Learning Kaggle Competition: Part Three Optimization</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/db04ea415507?source=your_stories_page---------------------------">Getting the most out of a machine learning model</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Jul 20</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">15 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/dfda59b72f8a?source=your_stories_page---------------------------">Automated Machine Learning Hyperparameter Tuning in Python</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/dfda59b72f8a?source=your_stories_page---------------------------">A complete walk through using Bayesian optimization for automated hyperparameter tuning in Python</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Jul 3</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">17 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/ed92d08a8790?source=your_stories_page---------------------------">This is a must read for anyone doing any work in Pandas.</a></h3></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Jun 30</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/d01c0f8a1583?source=your_stories_page---------------------------">Thanks! I think this is a good start for feature selection, but there are still plenty of more…</a></h3></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Jun 28</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/aae40fff4ff0?source=your_stories_page---------------------------">An Introductory Example of Bayesian Optimization in Python with Hyperopt</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/aae40fff4ff0?source=your_stories_page---------------------------">A hands-on example for learning the foundations of a powerful optimization framework</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Jun 28</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">8 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/da97d38527fa?source=your_stories_page---------------------------">This is a very good point: any feature selection (or feature engineering) you do to a dataset…</a></h3></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Jun 26</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/3681614255d8?source=your_stories_page---------------------------">Cross validation with a large number of folds (10+) is what I most commonly see recommended to…</a></h3></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Jun 26</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/b8172278050f?source=your_stories_page---------------------------">A Conceptual Explanation of Bayesian Hyperparameter Optimization for Machine Learning</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/b8172278050f?source=your_stories_page---------------------------">The concepts behind efficient hyperparameter tuning using Bayesian optimization</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Jun 24</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">13 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/b64dd23710f0?source=your_stories_page---------------------------">A Feature Selection Tool for Machine Learning in Python</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/b64dd23710f0?source=your_stories_page---------------------------">Using the FeatureSelector for efficient machine learning workflows</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Jun 22</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">9 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/e5b4d61ab4b8?source=your_stories_page---------------------------">Machine Learning Kaggle Competition Part Two: Improving</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/e5b4d61ab4b8?source=your_stories_page---------------------------">Feature engineering, feature selection, and model evaluation</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Jun 19</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">20 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/c65414b0ec87?source=your_stories_page---------------------------">Working on it right now!</a></h3></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Jun 14</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/d28f977250f7?source=your_stories_page---------------------------">Python! It’s your best bet for anything data science.</a></h3></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Jun 14</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/8478869067b2?source=your_stories_page---------------------------">Featuretools is very easy to use, but you’re right, it creates a significant number of features.</a></h3></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Jun 14</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/63d2fc2fa0d6?source=your_stories_page---------------------------">As far as I know, there aren’t any automated feature selection libraries.</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/63d2fc2fa0d6?source=your_stories_page---------------------------">I’m not sure how well featuretools scales. I know that the company behind featuretools (Feature Labs) uses this at an enterprise level, but…</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Jun 10</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/b493edaa6f77?source=your_stories_page---------------------------">Featuretools can be used at an enterprise level!</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/b493edaa6f77?source=your_stories_page---------------------------">Also, check out the article “The AI Project Manager” for how Feature Labs used featuretools in another business application to make life…</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Jun 5</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/9200174eaa6b?source=your_stories_page---------------------------">Thanks for sharing.</a></h3></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Jun 5</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/a7cf11f05bf?source=your_stories_page---------------------------">Featuretools is a great library and I’m excited to use it on some more projects to avoid so much…</a></h3></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Jun 5</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/99baf11cc219?source=your_stories_page---------------------------">Automated Feature Engineering in Python</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/99baf11cc219?source=your_stories_page---------------------------">How to automatically create machine learning features</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Jun 2</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">11 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/7f41d3b3ff26?source=your_stories_page---------------------------">You are right, Scikit-Learn no longer requires numpy arrays for training and testing.</a></h3></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Jun 1</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/a30dac374652?source=your_stories_page---------------------------">This is only the first of three parts!</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/a30dac374652?source=your_stories_page---------------------------">There are no machine learning algorithms in this article because it is only the first part, focused on data cleaning, formatting, and…</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Jun 1</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/faea20ce7e2?source=your_stories_page---------------------------">The Order is actually used as one of the predictor variables.</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/faea20ce7e2?source=your_stories_page---------------------------">The code on GitHub is correct (the line in question is in code cell 7) but it’s intriguing that the model would think this is a helpful…</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on May 31</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/d13e9719726d?source=your_stories_page---------------------------">Thanks, I’m glad to help expand access to these tools!</a></h3></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on May 29</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/32fb9ff47426?source=your_stories_page---------------------------">Machine Learning Kaggle Competition Part One: Getting Started</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/32fb9ff47426?source=your_stories_page---------------------------">Learning the Kaggle Environment and an Introductory Notebook</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on May 28</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">12 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/4e538d3237c4?source=your_stories_page---------------------------">I hadn’t thought about the effects of GDPR on machine learning, but since it gives parties a “right…</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/4e538d3237c4?source=your_stories_page---------------------------">I know there are some other model explainer packages in R such as xgboostExplainer and breakDown (meant for any model). For Python, LIME…</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on May 27</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/180a4fbb93de?source=your_stories_page---------------------------">If you have the time and computational resources, then you would want to try hyperparameter tuning…</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/180a4fbb93de?source=your_stories_page---------------------------">There are some cool projects using automated machine learning to find the ideal model and hyperparameters given a dataset. H2O has an…</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on May 27</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/e3fb0f50e0fd?source=your_stories_page---------------------------">Yes, grid search results in a very large number of hyperparameter combinations.</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/e3fb0f50e0fd?source=your_stories_page---------------------------">Here is a great article detailing the effectiveness of random search.</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on May 27</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/fe4c96e596ff?source=your_stories_page---------------------------">The random search tuning gives a best result of 500 trees.</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/fe4c96e596ff?source=your_stories_page---------------------------">If you look at the notebook on GitHub you can see the implementation.</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on May 27</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/adbcb2321b5c?source=your_stories_page---------------------------">If you submit an issue on the GitHub repo I can try to see what is going wrong.</a></h3></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on May 27</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/6524e6344ccd?source=your_stories_page---------------------------">Thanks! Let me know if you have any problems following the code or using the Google Colab notebook.</a></h3></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on May 24</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/cc5234808dab?source=your_stories_page---------------------------">You were right on both counts! I have fixed the mistakes in the article.</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/cc5234808dab?source=your_stories_page---------------------------">I did not enable the GPU when I was using TPOT because it does not support optimization on a GPU. (TPOT also does not test neural…</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on May 24</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/47cf568859f?source=your_stories_page---------------------------">Automated Machine Learning on the Cloud in Python</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/47cf568859f?source=your_stories_page---------------------------">An introduction to the future of data science</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on May 21</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">9 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/d7c5a90a59ae?source=your_stories_page---------------------------">I would try running the model with and without the variable to assess the effect on performance.</a></h3></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on May 20</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/b8e1c5ff7297?source=your_stories_page---------------------------">Thanks, I’m glad to hear you got something out of it!</a></h3></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on May 20</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/388834e8804b?source=your_stories_page---------------------------">A Complete Machine Learning Walk-Through in Python: Part Three</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/388834e8804b?source=your_stories_page---------------------------">Interpreting a machine learning model and presenting results</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on May 18</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">10 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/300f1f8147e2?source=your_stories_page---------------------------">A Complete Machine Learning Walk-Through in Python: Part Two</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/300f1f8147e2?source=your_stories_page---------------------------">Model Selection, Hyperparameter Tuning, and Evaluation</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on May 17</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">13 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/c62152f39420?source=your_stories_page---------------------------">A Complete Machine Learning Walk-Through in Python: Part One</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/c62152f39420?source=your_stories_page---------------------------">Putting the machine learning pieces together</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on May 16</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">14 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/64d9ff11c898?source=your_stories_page---------------------------">I agree, regex are difficult to understand when you’re just starting out and it doesn’t help that…</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/64d9ff11c898?source=your_stories_page---------------------------">Good point about the blog post being a crucial data science skill! Being able to communicate your work is nearly as important as being able…</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on May 16</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/1634aba7fb7f?source=your_stories_page---------------------------">Yes, I definitely made this project more difficult than it had to be to get a little extra practice…</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/1634aba7fb7f?source=your_stories_page---------------------------">The split function would have made things too easy!</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on May 16</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/db01798ee935?source=your_stories_page---------------------------">Thanks for the kind words Mike!</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/db01798ee935?source=your_stories_page---------------------------">Let me know if there are any issues accessing the notebook. Colaboratory is a really cool service but I’m still trying to get it all…</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on May 16</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/5131b02c01e7?source=your_stories_page---------------------------">Jason, thanks for your take.</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/5131b02c01e7?source=your_stories_page---------------------------">I agree stating “Your computer will fail sometime soon” is not entirely accurate, but it’s helpful to remember that computers are not…</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on May 2</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/7f3c51083725?source=your_stories_page---------------------------">That’s certainly a different take on things.</a></h3></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on May 1</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/b80f79628e35?source=your_stories_page---------------------------">The analysis is conducted on the student-mat dataset! Here I read in the data from the math class:</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/b80f79628e35?source=your_stories_page---------------------------">The data is collected from a Portuguese school, so maybe that is the source of confusion?</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on May 1</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/c05638f79d10?source=your_stories_page---------------------------">Good question!</a></h3></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on May 1</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/29f3503750d5?source=your_stories_page---------------------------">If your files are saved only on your laptop they might as well not exist!</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/29f3503750d5?source=your_stories_page---------------------------">How to avert computer catastrophes</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Apr 30</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">3 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/37a1aade7924?source=your_stories_page---------------------------">Web Scraping, Regular Expressions, and Data Visualization: Doing it all in Python</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/37a1aade7924?source=your_stories_page---------------------------">A Small Real-World Project for Learning Three Invaluable Data Science Skills</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Apr 28</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">7 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/b72059a8ac7e?source=your_stories_page---------------------------">Bayesian Linear Regression in Python: Using Machine Learning to Predict Student Grades Part 2</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/b72059a8ac7e?source=your_stories_page---------------------------">Implementing a Model, Interpreting Results, and Making Predictions</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Apr 20</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">11 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/7d0ad817fca5?source=your_stories_page---------------------------">Bayesian Linear Regression in Python: Using Machine Learning to Predict Student Grades Part 1</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/7d0ad817fca5?source=your_stories_page---------------------------">Exploratory Data Analysis, Feature Selection, and Benchmarks</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Apr 20</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">11 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/3564a8114412?source=your_stories_page---------------------------">Great to hear this was helpful!</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/3564a8114412?source=your_stories_page---------------------------">There are many great resources available online to help you out. I find I learn best by practicing techniques, and I got a lot from this…</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Apr 15</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/e66e60791ea7?source=your_stories_page---------------------------">Introduction to Bayesian Linear Regression</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/e66e60791ea7?source=your_stories_page---------------------------">An explanation of the Bayesian approach to linear modeling</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Apr 13</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">10 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/5c4700fe5acd?source=your_stories_page---------------------------">It should be modifiable.</a></h3></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Apr 6</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/f228cf529166?source=your_stories_page---------------------------">Visualizing Data with Pairs Plots in Python</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/f228cf529166?source=your_stories_page---------------------------">How to quickly create a powerful exploratory data analysis visualization</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Apr 6</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">7 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/dc6a86aa6e23?source=your_stories_page---------------------------">Data Visualization with Bokeh in Python, Part III: Making a Complete Dashboard</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/dc6a86aa6e23?source=your_stories_page---------------------------">Creating an interactive visualization application in Bokeh</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Mar 31</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">9 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/f6bda88f5ac0?source=your_stories_page---------------------------">Histograms and Density Plots in Python</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/f6bda88f5ac0?source=your_stories_page---------------------------">Visualizing One-Dimensional Data in Python</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Mar 23</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">11 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/a4cf994e2512?source=your_stories_page---------------------------">Data Visualization with Bokeh in Python, Part II: Interactions</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/a4cf994e2512?source=your_stories_page---------------------------">Moving beyond static plots</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Mar 20</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">10 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/a11655a467d4?source=your_stories_page---------------------------">Data Visualization with Bokeh in Python, Part I: Getting Started</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/a11655a467d4?source=your_stories_page---------------------------">Elevate your visualization game</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Mar 17</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">10 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="c"><div><div class="cg"><span class="af b ag ah ai aj c ak al">Unpublished changes</span></div></div></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/6fceb22c5f08?source=your_stories_page---------------------------">Controlling the Web with Python</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/6fceb22c5f08?source=your_stories_page---------------------------">An adventure in simple web automation</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Mar 10</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">9 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/33b7a17cd449?source=your_stories_page---------------------------">Thank you! Mohammed was entirely correct and I fixed the mistake so feel free to share.</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/33b7a17cd449?source=your_stories_page---------------------------">I hope newcomers to data science find this (and all the other resources on Towards Data Science and the web) useful. The most difficult…</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Mar 10</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/da57cb0c13e5?source=your_stories_page---------------------------">Spot on catch!</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/da57cb0c13e5?source=your_stories_page---------------------------">Thanks for pointing out this correction!</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Mar 10</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/3da06bea9f6c?source=your_stories_page---------------------------">Beyond Accuracy: Precision and Recall</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/3da06bea9f6c?source=your_stories_page---------------------------">Choosing the right metrics for classification tasks</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Mar 3</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">10 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/68d60a94705c?source=your_stories_page---------------------------">Unintended Consequences and Goodhart’s Law</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/68d60a94705c?source=your_stories_page---------------------------">The importance of using the right metrics</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Feb 24</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">4 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/c6dcaabbf626?source=your_stories_page---------------------------">Data Visualization Hackathon Style</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/c6dcaabbf626?source=your_stories_page---------------------------">My effort to liberate data from spreadsheets</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Feb 20</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">7 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/700049217309?source=your_stories_page---------------------------">Thanks for the clarification.</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/700049217309?source=your_stories_page---------------------------">pymc3 does have a version of Hamiltonian Monte Carlo called NUTS that you can use instead of Metropolis Hastings. I’m just getting started…</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Feb 14</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/75965e4482ff?source=your_stories_page---------------------------">Bayes’ Rule Applied</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/75965e4482ff?source=your_stories_page---------------------------">Using Bayesian Inference on a real-world problem</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Feb 14</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">8 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/5d142dc3ccb9?source=your_stories_page---------------------------">Slow Tech: Take Back Your Mind</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/5d142dc3ccb9?source=your_stories_page---------------------------">Technology should improve real life not replace it</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Feb 11</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">2 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/8830c2d72a2d?source=your_stories_page---------------------------">Great advice!</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/8830c2d72a2d?source=your_stories_page---------------------------">Python isn’t quite the “perfect” tool for “any” problem as I put it in the title, but it can do quite a bit and doesn’t have a steep…</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Feb 11</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/f2b32c2adf8e?source=your_stories_page---------------------------">You’ll have to create a folder called ‘images’ in the same folder where you are running the script!</a></h3></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Feb 11</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/b9b3ed17d26e?source=your_stories_page---------------------------">I agree my title overstated the usefulness of Python.</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/b9b3ed17d26e?source=your_stories_page---------------------------">I don’t believe there is one “perfect tool” in programming, and I appreciate your points on the limitations of the language!</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Feb 11</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/58b8b69076d9?source=your_stories_page---------------------------">My title does overstate the applicability of Python, and I agree with your point.</a></h3></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Feb 11</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/74bfc0aa40ec?source=your_stories_page---------------------------">Fanaticism?</a></h3></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Feb 11</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/a858c96fdd29?source=your_stories_page---------------------------">Sorry for not explaining things well enough!</a></h3></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Feb 10</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/44f7e609be98?source=your_stories_page---------------------------">Markov Chain Monte Carlo in Python</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/44f7e609be98?source=your_stories_page---------------------------">A Complete Real-World Implementation</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Feb 9</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">12 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/e5573e8b9578?source=your_stories_page---------------------------">The Misleading Effect of Noise: The Multiple Comparisons Problem</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/e5573e8b9578?source=your_stories_page---------------------------">How to avoid being fooled by randomness</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Feb 7</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">5 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/a0412c586ceb?source=your_stories_page---------------------------">I enjoy hearing about others applying these concepts!</a></h3></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Feb 5</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/108c99197586?source=your_stories_page---------------------------">Great feedback, I appreciate it!</a></h3></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Feb 5</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/80a9b0c5902a?source=your_stories_page---------------------------">You are right, the central limit theorem applies to the sample mean not the data points.</a></h3></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Feb 5</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/daa21c6656a?source=your_stories_page---------------------------">Great point about the sample size.</a></h3></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Feb 5</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/38d5fd8fd0db?source=your_stories_page---------------------------">Nice catch!</a></h3></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Feb 5</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/f2ba42889a85?source=your_stories_page---------------------------">Python is the Perfect Tool for any Problem</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/f2ba42889a85?source=your_stories_page---------------------------">Reflecting on my first Python program</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Feb 4</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">3 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/6cdd789b5506?source=your_stories_page---------------------------">Thank you for pointing out my mistake!</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/6cdd789b5506?source=your_stories_page---------------------------">Let me know if this version of the example is better: We are testing average IQs in Florida and Washington with the null hypothesis that…</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Feb 3</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/93274fa32687?source=your_stories_page---------------------------">Statistical Significance Explained</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/93274fa32687?source=your_stories_page---------------------------">What does it mean to prove something with data?</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Feb 2</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">9 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/9587dab733f9?source=your_stories_page---------------------------">If you can’t interpret a plot, that is not your problem, but the fault of whoever made the plot!</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/9587dab733f9?source=your_stories_page---------------------------">If you are having trouble interpreting a graph though, start by reading the title and labels. You need to know what physical processes the…</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Jan 31</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/656d42d0e09c?source=your_stories_page---------------------------">How to Master New Skills</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/656d42d0e09c?source=your_stories_page---------------------------">Why trying to avoid spreadsheets is the best way to learn data science</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Jan 31</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">5 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/a1c86ec6966c?source=your_stories_page---------------------------">Great work on the blog, thanks for sharing!</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/a1c86ec6966c?source=your_stories_page---------------------------">I like to simplify ideas from data science because I think they are initially presented as too complex which intimidates many people. Most…</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Jan 30</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/353208641674?source=your_stories_page---------------------------">Any particular data science methods you would like to see explained?</a></h3></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Jan 30</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/f2cb287639f1?source=your_stories_page---------------------------">Our education system was optimized to teach as many students as possible during the Industrial…</a></h3></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Jan 28</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/342c8a416fec?source=your_stories_page---------------------------">The internet hasn’t quite delivered on everything it promised us, but I do believe it has been…</a></h3></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Jan 28</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/5a71df283835?source=your_stories_page---------------------------">The internet is like any other tool: it can be used for good or bad.</a></h3></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Jan 28</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/f616bf2b7611?source=your_stories_page---------------------------">I appreciate the fact checking.</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/f616bf2b7611?source=your_stories_page---------------------------">A verified quote I could find from Einstein is: “ all physical theories .. ought to lend themselves to so simple a description that even a…</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Jan 28</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/d05dd7e19765?source=your_stories_page---------------------------">Overfitting vs. Underfitting: A Complete Example</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/d05dd7e19765?source=your_stories_page---------------------------">Exploring and solving a fundamental data science problem</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Jan 28</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">10 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/d94ee20ca7f9?source=your_stories_page---------------------------">Overfitting vs. Underfitting: A Conceptual Explanation</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/d94ee20ca7f9?source=your_stories_page---------------------------">An example-based framework of a core data science concept</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Jan 27</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">6 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/4461cc93f8c1?source=your_stories_page---------------------------">Learn By Sharing</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/4461cc93f8c1?source=your_stories_page---------------------------">Why I’m ditching the library to write a data science blog</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Jan 24</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">4 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/c69d66b51ed4?source=your_stories_page---------------------------">Real Life Superpowers</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/c69d66b51ed4?source=your_stories_page---------------------------">The three traits that turn ordinary people into modern superheroes</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Jan 22</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">6 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/44000405450e?source=your_stories_page---------------------------">I wouldn’t consider humans’ tendency to seek patterns as a complete flaw.</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/44000405450e?source=your_stories_page---------------------------">For most of our history, making fast decisions and drawing conclusions unconsciously would have been a significant benefit. Now, we are…</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Jan 20</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/99b9a0375519?source=your_stories_page---------------------------">All the analysis and prediction for Stocker is done using additive models with the Prophet package…</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/99b9a0375519?source=your_stories_page---------------------------">If you want to see how to use Prophet in Python for changepoint analysis, I included some work on that in Stocker which I wrote about here…</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Jan 20</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/9e939c85581e?source=your_stories_page---------------------------">Correlation vs. Causation: An Example</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/9e939c85581e?source=your_stories_page---------------------------">Viewing real world statistics skeptically</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Jan 19</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">5 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/b66555171a2?source=your_stories_page---------------------------">Stock Prediction in Python</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/b66555171a2?source=your_stories_page---------------------------">Make (and lose) fake fortunes while learning real Python</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Jan 19</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">12 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/42fc9422ad6f?source=your_stories_page---------------------------">Yes, the entire project is available on GitHub.</a></h3></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Jan 19</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/27dd1ae4e35e?source=your_stories_page---------------------------">The Perils of Rare Events</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/27dd1ae4e35e?source=your_stories_page---------------------------">A review of The Black Swan: The Impact of the Highly Improbable</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Jan 18</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">6 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/b889f5793648?source=your_stories_page---------------------------">A Review of the Coursera Machine Learning Specialization</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/b889f5793648?source=your_stories_page---------------------------">With so many high-quality options for studying machine learning, Coursera does not make the cut.</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Jan 17</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">4 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/a0054e2c1a4c?source=your_stories_page---------------------------">Stock Analysis in Python</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/a0054e2c1a4c?source=your_stories_page---------------------------">Exploring financial data with object-oriented programming and additive models</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Jan 17</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">11 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/93764e2c010a?source=your_stories_page---------------------------">Matt, that is great to hear!</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/93764e2c010a?source=your_stories_page---------------------------">Let me know about your results!</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Jan 15</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">1 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/1a4be757d09b?source=your_stories_page---------------------------">The Failures of Common Sense</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/1a4be757d09b?source=your_stories_page---------------------------">A review of Everything is Obvious: Once You Know the Answer</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Jan 13</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">5 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/70d5a5b1d52a?source=your_stories_page---------------------------">Time Series Analysis in Python: An Introduction</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/70d5a5b1d52a?source=your_stories_page---------------------------">Additive models for time series modeling</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Jan 12</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">14 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/28d2aa77dd74?source=your_stories_page---------------------------">Hyperparameter Tuning the Random Forest in Python</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/28d2aa77dd74?source=your_stories_page---------------------------">Improving the Random Forest Part Two</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Jan 9</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">12 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/10cb335cc3f2?source=your_stories_page---------------------------">A Theory of Prediction</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/10cb335cc3f2?source=your_stories_page---------------------------">Review of The Signal and the Noise by Nate Silver</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Jan 8</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">10 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/5a2070bcd03a?source=your_stories_page---------------------------">The Simple Science of Global Warming</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/5a2070bcd03a?source=your_stories_page---------------------------">A five-minute primer</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Jan 8</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">4 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/7056ec22d004?source=your_stories_page---------------------------">Data Science: A Personal Application</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/7056ec22d004?source=your_stories_page---------------------------">Charting the Great Weight Challenge of 2017</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Jan 7</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">14 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/893916666cd?source=your_stories_page---------------------------">Improving the Random Forest in Python Part 1</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/893916666cd?source=your_stories_page---------------------------">Gathering More Data and Feature Engineering</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Jan 6</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">17 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/c338630b99ad?source=your_stories_page---------------------------">Top Books of 2017</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/c338630b99ad?source=your_stories_page---------------------------">The 6 books that defined my year.</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Jan 1</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">19 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/85d1dc79b9d5?source=your_stories_page---------------------------">Complete Books of 2017</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/85d1dc79b9d5?source=your_stories_page---------------------------">One year, 50 books, innumerable ideas.</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Dec 29, 2017</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">9 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/377895a60d2d?source=your_stories_page---------------------------">Random Forest Simple Explanation</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/377895a60d2d?source=your_stories_page---------------------------">Understanding the Random Forest with an intuitive example</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Dec 27, 2017</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">10 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/24d0893d51c0?source=your_stories_page---------------------------">Random Forest in Python</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/24d0893d51c0?source=your_stories_page---------------------------">A Practical End-to-End Machine Learning Example</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Dec 27, 2017</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">21 min read</span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><span class="af b ag ah ai aj c ak al">In <a href="https://medium.com/towards-data-science?source=your_stories_page---------------------------" class="am an ao ap aq ar as at au av dq ay az ba bb">Towards Data Science</a></span></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/964c43f7e058?source=your_stories_page---------------------------">The Case for Criticism</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/964c43f7e058?source=your_stories_page---------------------------">When I’m wrong, call me out!</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Dec 16, 2017</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">8 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/a1667a5991e5?source=your_stories_page---------------------------">Artificial Intelligence Part 1: Search</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/a1667a5991e5?source=your_stories_page---------------------------">Solving the Eight-Puzzle using A-Star and Local Beam Search</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Sep 22, 2017</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">24 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/212a1c571aad?source=your_stories_page---------------------------">The Worst They Can Say is No</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/212a1c571aad?source=your_stories_page---------------------------">Overcoming Social Anxiety with an Attitude Change</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Aug 22, 2017</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">5 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/8d71015be26d?source=your_stories_page---------------------------">Machine Learning with Python on the Enron Dataset</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/8d71015be26d?source=your_stories_page---------------------------">Investigating Fraud using Scikit-learn</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Aug 20, 2017</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">31 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/6c0b216d1ba1?source=your_stories_page---------------------------">Controlling your Location in Google Chrome</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/6c0b216d1ba1?source=your_stories_page---------------------------">A Simple Step to Regain (some) of Your Digital Autonomy</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Aug 15, 2017</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">5 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/900d21bc5a53?source=your_stories_page---------------------------">Data Wrangling with Python and SQLite</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/900d21bc5a53?source=your_stories_page---------------------------">Cleaning the Cleveland Open Street Map</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Aug 12, 2017</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">26 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co 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xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/db4dd061ea97?source=your_stories_page---------------------------">The Technology Frontier</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/db4dd061ea97?source=your_stories_page---------------------------">A review of Radical Technologies by Adam Greenfield</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Aug 10, 2017</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">12 min 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href="https://medium.com/p/f9d3a4eb6b16?source=your_stories_page---------------------------">Examining the Doctor’s Appointment No-Show Dataset</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Aug 8, 2017</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">42 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/5aa752b4240e?source=your_stories_page---------------------------">Facial Recognition Using Google’s Convolutional Neural Network</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/5aa752b4240e?source=your_stories_page---------------------------">Training the Inception-v3 Neural Network for a New Task</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Aug 7, 2017</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">37 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/54ce077aeada?source=your_stories_page---------------------------">The Ascent of Humanity</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/54ce077aeada?source=your_stories_page---------------------------">A Review of Sapiens by Yuval Harari</a></p></div></div><div class="s dm"><div class="dn s bp"><div class="c"><span class="af b ag ah ai aj c ak al">Published <div class="cg"><div><div class="cg">on Aug 1, 2017</div></div></div></span></div><div class="do dp c"><span class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">17 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div 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class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">7 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/2fe65657ff90?source=your_stories_page---------------------------">Object Recognition with Google’s Convolutional Neural Networks</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/2fe65657ff90?source=your_stories_page---------------------------">Classifying Images Using Google’s Pre-Trained 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class="c"><span class="af b ag ah ai aj c ak al">·</span></span></div><div class="s"><span class="af b ag ah ai aj c ak al">14 min read</span></div></div><span class="af b ag ah ai aj c ak al"><div class="dr s t ds"><div class="cg"><button class="am an ao ap aq ar as at au av aw ax ay az ba bb"><svg width="21" height="21" viewBox="0 0 21 21" xmlns="http://www.w3.org/2000/svg"><path d="M4 7.33L10.03 14l.5.55.5-.55 5.96-6.6-.98-.9-5.98 6.6h1L4.98 6.45z" fill-rule="evenodd"></path></svg></button></div></div></span></div></div><div class="bn cy co c"><div class="cz da"><h3 class="bq y br af bs ag db dc dd c de df dg"><a href="https://medium.com/p/5af0fe5eab40?source=your_stories_page---------------------------">Home of the Scared</a></h3><div class="dh c"><p class="ak al af b ag di dj aj c de dk dg cz dl"><a href="https://medium.com/p/5af0fe5eab40?source=your_stories_page---------------------------">A review of A Culture of Fear: Why Americans are Afraid of the Wrong 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