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This repository contains machine learning models implemented in TensorFlow. The models are maintained by their respective authors. To propose a model for inclusion, please submit a pull request.

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David E. Weekly 16da002231 Update deprecated sum_of_squares (TF 0.10) to mean_squared_error (TF 0.12) 9 tahun lalu
.github dc7791d01c Create ISSUE_TEMPLATE.md (#124) 9 tahun lalu
autoencoder a472ac9525 merged changes from #25 10 tahun lalu
compression b181b9885c Update README with results for comparison. 9 tahun lalu
differential_privacy a66b9e13c9 added semi-supervised training of the student using improved-gan (#655) 9 tahun lalu
im2txt 946c75e5b5 Update GraphKeys.VARIABLES to GraphKeys.GLOBAL_VARIABLES. 9 tahun lalu
inception bf51d43420 fix module object has no attribute NodeDef for tensorflow 0.11 (#572) 9 tahun lalu
lm_1b fdc4ce37a4 Fix README 9 tahun lalu
namignizer 76f567df5f add the namignizer model (#147) 9 tahun lalu
neural_gpu a803bf4171 Add to neural_gpu documentation. 9 tahun lalu
neural_programmer 64cfe0c170 edits to README 9 tahun lalu
resnet 931c70a1b8 Convert resnet model to use monitored_session 9 tahun lalu
slim 16da002231 Update deprecated sum_of_squares (TF 0.10) to mean_squared_error (TF 0.12) 9 tahun lalu
street f42469ef90 Updated download instructions to match reality 9 tahun lalu
swivel f3144eb061 Add sys.stdout.flush() 9 tahun lalu
syntaxnet 5eff490de4 Fix POS tagging score of Ling et al.(2005) 9 tahun lalu
textsum f1e8ff7c0f Update data.py 9 tahun lalu
transformer d816971032 Use tf.softmax_cross_entropy_with_logits to calculate loss (#181) 9 tahun lalu
tutorials bb5798c7a0 Made several fixes to the embedding README 9 tahun lalu
video_prediction d67ea24901 video prediction model code 9 tahun lalu
.gitignore 3e6caf5ff0 Add a .gitignore file. (#164) 9 tahun lalu
.gitmodules 32ab5a58dd Adding SyntaxNet to tensorflow/models (#63) 9 tahun lalu
AUTHORS 41c52d60fe Spatial Transformer model 10 tahun lalu
CONTRIBUTING.md d84df16bc3 fixed contribution guidelines 10 tahun lalu
LICENSE 7c41e653dc Update LICENSE 10 tahun lalu
README.md 5860966afe Get back the README 9 tahun lalu
WORKSPACE ac0829fa2b Consolidate privacy/ and differential_privacy/. 9 tahun lalu

README.md

TensorFlow Models

This repository contains machine learning models implemented in TensorFlow. The models are maintained by their respective authors.

To propose a model for inclusion please submit a pull request.

Models

  • autoencoder -- various autoencoders
  • inception -- deep convolutional networks for computer vision
  • namignizer -- recognize and generate names
  • neural_gpu -- highly parallel neural computer
  • privacy -- privacy-preserving student models from multiple teachers
  • resnet -- deep and wide residual networks
  • slim -- image classification models in TF-Slim
  • swivel -- the Swivel algorithm for generating word embeddings
  • syntaxnet -- neural models of natural language syntax
  • textsum -- sequence-to-sequence with attention model for text summarization.
  • transformer -- spatial transformer network, which allows the spatial manipulation of data within the network
  • im2txt -- image-to-text neural network for image captioning.
  • neural_programmer -- neural network augmented with logic and mathematic operations.