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.

Xin Pan ba986cfcb0 Add cross conv model for next frame prediction. 8 vuotta sitten
.github dc7791d01c Create ISSUE_TEMPLATE.md (#124) 9 vuotta sitten
autoencoder a472ac9525 merged changes from #25 9 vuotta sitten
compression b181b9885c Update README with results for comparison. 8 vuotta sitten
differential_privacy a66b9e13c9 added semi-supervised training of the student using improved-gan (#655) 8 vuotta sitten
im2txt 946c75e5b5 Update GraphKeys.VARIABLES to GraphKeys.GLOBAL_VARIABLES. 8 vuotta sitten
inception 33bc8b1469 fix the error of "TypeError: ones_initializer() got multiple values for (#777) 8 vuotta sitten
lm_1b fdc4ce37a4 Fix README 9 vuotta sitten
namignizer 76f567df5f add the namignizer model (#147) 9 vuotta sitten
neural_gpu a803bf4171 Add to neural_gpu documentation. 9 vuotta sitten
neural_programmer 64cfe0c170 edits to README 8 vuotta sitten
next_frame_prediction ba986cfcb0 Add cross conv model for next frame prediction. 8 vuotta sitten
resnet 931c70a1b8 Convert resnet model to use monitored_session 8 vuotta sitten
slim ea207d8a4d Updating README.md 8 vuotta sitten
street f42469ef90 Updated download instructions to match reality 9 vuotta sitten
swivel f3144eb061 Add sys.stdout.flush() 9 vuotta sitten
syntaxnet 5eff490de4 Fix POS tagging score of Ling et al.(2005) 9 vuotta sitten
textsum f1e8ff7c0f Update data.py 8 vuotta sitten
transformer d816971032 Use tf.softmax_cross_entropy_with_logits to calculate loss (#181) 9 vuotta sitten
tutorials bb5798c7a0 Made several fixes to the embedding README 8 vuotta sitten
video_prediction d67ea24901 video prediction model code 9 vuotta sitten
.gitignore 3e6caf5ff0 Add a .gitignore file. (#164) 9 vuotta sitten
.gitmodules 32ab5a58dd Adding SyntaxNet to tensorflow/models (#63) 9 vuotta sitten
AUTHORS 41c52d60fe Spatial Transformer model 9 vuotta sitten
CONTRIBUTING.md d84df16bc3 fixed contribution guidelines 9 vuotta sitten
LICENSE 7c41e653dc Update LICENSE 9 vuotta sitten
README.md 5860966afe Get back the README 8 vuotta sitten
WORKSPACE ac0829fa2b Consolidate privacy/ and differential_privacy/. 9 vuotta sitten

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.