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@@ -141,7 +141,7 @@ Recognition](http://nlp.stanford.edu/~socherr/pa4_ner.pdf) [zip](http://nlp.stan
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1. [Aaron Courville](http://aaroncourville.wordpress.com)
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2. [Abdel-rahman Mohamed](http://www.cs.toronto.edu/~asamir/)
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-3. [Adam Coates](http://www.stanford.edu/~acoates/)
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+3. [Adam Coates](http://cs.stanford.edu/~acoates/)
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4. [Alex Acero](http://research.microsoft.com/en-us/people/alexac/)
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5. [ Alex Krizhevsky ](http://www.cs.utoronto.ca/~kriz/index.html)
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6. [ Alexander Ilin ](http://users.ics.aalto.fi/alexilin/)
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@@ -160,7 +160,7 @@ Recognition](http://nlp.stanford.edu/~socherr/pa4_ner.pdf) [zip](http://nlp.stan
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19. [ Christopher Manning ](http://nlp.stanford.edu/~manning/)
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20. [ Clement Farabet ](http://www.clement.farabet.net/)
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21. [ Dan Claudiu Cireșan ](http://www.idsia.ch/~ciresan/)
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-22. [ David Reichert ](http://homepages.inf.ed.ac.uk/s0792415/)
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+22. [ David Reichert ](http://serre-lab.clps.brown.edu/person/david-reichert/)
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23. [ Derek Rose ](http://mil.engr.utk.edu/nmil/member/5)
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24. [ Dong Yu ](http://research.microsoft.com/en-us/people/dongyu/default.aspx)
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25. [ Drausin Wulsin ](http://www.seas.upenn.edu/~wulsin/)
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@@ -188,12 +188,12 @@ Recognition](http://nlp.stanford.edu/~socherr/pa4_ner.pdf) [zip](http://nlp.stan
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47. [ Joseph Turian ](http://www-etud.iro.umontreal.ca/~turian/)
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48. [ Joshua Matthew Susskind ](http://aclab.ca/users/josh/index.html)
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49. [ Jürgen Schmidhuber ](http://www.idsia.ch/~juergen/)
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-50. [ Justin A. Blanco ](http://www.seas.upenn.edu/~blancoj/labsite.html)
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+50. [ Justin A. Blanco ](https://sites.google.com/site/blancousna/)
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51. [ Koray Kavukcuoglu ](http://koray.kavukcuoglu.org/)
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52. [ KyungHyun Cho ](http://users.ics.aalto.fi/kcho/)
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53. [ Li Deng ](http://research.microsoft.com/en-us/people/deng/)
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54. [ Lucas Theis ](http://www.kyb.tuebingen.mpg.de/nc/employee/details/lucas.html)
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-55. [ Ludovic Arnold ](http://www.lri.fr/~arnold/)
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+55. [ Ludovic Arnold ](http://ludovicarnold.altervista.org/home/)
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56. [ Marc'Aurelio Ranzato ](http://www.cs.nyu.edu/~ranzato/)
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57. [ Martin Längkvist ](http://aass.oru.se/~mlt/)
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58. [ Misha Denil ](http://www.cs.ubc.ca/~mdenil/)
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@@ -205,7 +205,7 @@ Recognition](http://nlp.stanford.edu/~socherr/pa4_ner.pdf) [zip](http://nlp.stan
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64. [ Noel Lopes ](https://www.cisuc.uc.pt/people/show/2028)
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65. [ Oriol Vinyals ](http://www.cs.berkeley.edu/~vinyals/)
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66. [ Pascal Vincent ](http://www.iro.umontreal.ca/~vincentp)
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-67. [ Patrick Nguyen ](http://research.google.com/pubs/PatrickNguyen.html)
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+67. [ Patrick Nguyen ](https://sites.google.com/site/drpngx/)
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68. [ Pedro Domingos ](http://homes.cs.washington.edu/~pedrod/)
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69. [ Peggy Series ](http://homepages.inf.ed.ac.uk/pseries/)
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70. [ Pierre Sermanet ](http://cs.nyu.edu/~sermanet)
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@@ -213,7 +213,7 @@ Recognition](http://nlp.stanford.edu/~socherr/pa4_ner.pdf) [zip](http://nlp.stan
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72. [ Quoc V. Le ](http://ai.stanford.edu/~quocle/)
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73. [ Reinhold Scherer ](http://bci.tugraz.at/scherer/)
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74. [ Richard Socher ](http://www.socher.org/)
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-75. [ Rob Fergus ](http://http://cs.nyu.edu/~fergus)
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+75. [ Rob Fergus ](http://cs.nyu.edu/~fergus/pmwiki/pmwiki.php)
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76. [ Robert Coop ](http://mil.engr.utk.edu/nmil/member/19)
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77. [ Robert Gens ](http://homes.cs.washington.edu/~rcg/)
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78. [ Roger Grosse ](http://people.csail.mit.edu/rgrosse/)
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@@ -226,14 +226,14 @@ Recognition](http://nlp.stanford.edu/~socherr/pa4_ner.pdf) [zip](http://nlp.stan
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85. [ Tara Sainath ](https://sites.google.com/site/tsainath/)
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86. [ Tijmen Tieleman ](http://www.cs.toronto.edu/~tijmen/)
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87. [ Tom Karnowski ](http://mil.engr.utk.edu/nmil/member/36)
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-88. [ Tomáš Mikolov ](http://www.fit.vutbr.cz/~imikolov/)
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+88. [ Tomáš Mikolov ](https://research.facebook.com/tomas-mikolov)
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89. [ Ueli Meier ](http://www.idsia.ch/~meier/)
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90. [ Vincent Vanhoucke ](http://vincent.vanhoucke.com)
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91. [ Volodymyr Mnih ](http://www.cs.toronto.edu/~vmnih/)
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92. [ Yann LeCun ](http://yann.lecun.com/)
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93. [ Yichuan Tang ](http://www.cs.toronto.edu/~tang/)
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94. [ Yoshua Bengio ](http://www.iro.umontreal.ca/~bengioy/yoshua_en/index.html)
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-95. [ Yotaro Kubo ](http://www.kecl.ntt.co.jp/icl/signal/member/yotaro/)
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+95. [ Yotaro Kubo ](http://yota.ro/)
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96. [ Youzhi (Will) Zou](http://ai.stanford.edu/~wzou)
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Christos