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a3c_blogpost Subtract the entropy to encourage exploration. 8 days ago
adv_imagenet_models Update README.md in adv_imagenet_models. 9 months ago
adversarial_crypto A few more formatting fixes. 11 months ago
adversarial_logit_pairingShorts Boutique Denim Boutique Boutique Denim Boutique Bullhead Denim Bullhead Shorts Bullhead Bullhead Shorts qw1RnUqA Adversarial logit pairing - update table formatting 2 months ago
adversarial_text from six.moves import xrange (en masse) AGAIN 6 months ago
astronet Merge pull request #4629 from lamberta/fix-rename-guide-models 2 months ago
attention_ocr Fix momentum value flag from string to float 5 months ago
audioset Add a pointer to a Colab for the embeddings 23 days ago
autoencoder Bugfix for initialization in autoencoder. (#3477) 5 months ago
brain_coder long was removed in Python 3 (en masse) 8 months ago
cognitive_mapping_and_planning Typo: resnet_v2_50_path --> rgb_resnet_v2_50_path (#3273) 7 months ago
compression MS-SSIM: Read image data as binary 6 months ago
deep_contextual_bandits Readme changes. 2 months ago
deep_speech Add script for deep speech benchmark (#4750) 2 months ago
Promotion Ann Ann Taylor Taylor Taylor Taylor Ann Promotion Ann Promotion Promotion Taylor Ann Promotion p5qxR fix for constant extension length a month ago
delf Merge pull request #3918 from andrefaraujo/master 5 months ago
differential_privacy [Diff Privacy] Update README and fix code exec wrt Python 3.6 3 months ago
domain_adaptation from six.moves import xrange (en masse) 8 months ago
efficient-hrl Add environments for efficient-hrl 2 months ago
fivo Fixing README typo in research/fivo 9 months ago
gan Adding fused_batch_norm parameter 4 days ago
global_objectives Added new model, global objectives. 3 months ago
im2txt from six.moves import xrange (en masse) 8 months ago
inception Merge pull request #3639 from ppwwyyxx/patch-1 3 months ago
keypointnet Adding keypointnet to research/models. Print with Pullover Hoodie Fashion Long Sleeves Hot Letter Pocket a month ago
learned_optimizer from six.moves import xrange (en masse) 8 months ago
learning_to_remember_rare_events Changes to "Learning to Remember..." to make it runnable in Python3.5 6 months ago
learning_unsupervised_learning Modify flag name for the checkpoint path 24 days ago
lexnet_nc Add link to the paper and the Tratz dataset (#3745) 5 months ago
lfads Cleaning comments for posterior_push_mean 3 months ago
lm_1b Remove contacts of exGoogler 7 months ago Boutique Shorts Gap Khaki Khaki Boutique Boutique Gap Shorts Khaki Boutique Gap Gap Shorts Khaki 8wq6pPn0
lm_commonsense Add link to arxiv paper. a month ago
marco Add files via upload 2 months ago
maskgan Increase minimum TF version for DEFINE_enum and rename variable mappi… 4 months ago
minigo Add run individual step only option (#4049) 4 months ago
morph_net Added new model. 4 months ago
namignizer Move the research models into a research subfolder (#2430) a year ago
neural_gpu resolve 'float' to 'int' conversion, StringIO import, conacat str + byte 4 months ago
neural_programmer Fix Python 3 Syntax Errors (en masse) 8 months ago
next_frame_prediction Remove contacts of exGoogler 7 months ago
nst_blogpost Fix wave-turtle path to point to master. 24 days ago
object_detection Fixed TensorFlow version check in object_detection_tutorial.ipynb (#… 10 days ago
pcl_rl fix bugs in Python 3.X 6 months ago
ptn from six.moves import xrange (en masse) Fashion Long Pullover Letter Print Hoodie Pocket with Sleeves Hot 8 months ago
qa_kg Move the research models into a research subfolder (#2430) a year ago
real_nvp Fix Python 3 Syntax Errors (en masse) 8 months ago
rebar Move the research models into a research subfolder (#2430) a year ago
resnet Yet another ResNet (#4298) 4 months ago
sentiment_analysis Sentiment analysis implmenttion in pure Keras. (#4806) 2 months ago
seq2species Rename programmers_guide/ to guide/ in tf-models. 2 months ago
skip_thoughts fix python3 numpy load in skip_thoughts (Chasers Shirt Duck Soup Tail T wpxPZUYqx) 6 months ago
slim Merge pull request #4790 from suharshs/master a month ago
steve Fixed minor bug in STEVE which sometimes prevented resuming experiments. 2 months ago
street Fix Python 3 Syntax Errors (en masse) 8 months ago
Selling Dress Dress Casual Selling Puella Puella Selling Casual Puella Casual HqBxwvEq from six.moves import xrange (en masse) YET AGAIN 6 months ago
Hot Pullover Fashion Pocket Print Hoodie Long Letter Sleeves with syntaxnet Remove runtime because reasons. 4 months ago
tcn Rename programmers_guide/ to guide/ in tf-models. 2 months ago
Aeropostale Aeropostale Aeropostale Promotion Promotion Promotion Aeropostale Promotion Promotion q47SSnB Update unit for workspace size. (#4094) 4 months ago
textsum Remove contacts of exGoogler 7 months ago
transformer Restore blank line 10 months ago
vid2depth Fix README links. 3 months ago
video_prediction Move the research models into a research subfolder (#2430) a year ago
README.md . a month ago
setup.py Add required packages which are missing. (#4087) 5 months ago


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


  • adversarial_crypto: protecting communications with adversarial neural cryptography.
  • adversarial_text: semi-supervised sequence learning with adversarial training.
  • Sleeve Up Long Button Shirt Plaid Lapel Collar Printed IxRqXzvY: a model for real-world image text extraction.
  • audioset: Models and supporting code for use with AudioSet.
  • autoencoder: various autoencoders.
  • brain_coder: Program synthesis with reinforcement learning.
  • cognitive_mapping_and_planning: implementation of a spatial memory based mapping and planning architecture for visual navigation.
  • compression: compressing and decompressing images using a pre-trained Residual GRU network.
  • deep_contextual_bandits: code for a variety of contextual bandits algorithms using deep neural networks and Thompson sampling.
  • deep_speech: automatic speech recognition.
  • deeplab: deep labeling for semantic image segmentation.
  • delf: deep local features for image matching and retrieval.
  • differential_privacy: differential privacy for training data.
  • domain_adaptation: domain separation networks.
  • gan: generative adversarial networks.
  • im2txt: image-to-text neural network for image captioning.
  • inception: deep convolutional networks for computer vision.
  • keypointnet: discovery of latent 3D keypoints via end-to-end geometric eeasoning [demo].
  • learning_to_remember_rare_events: a large-scale life-long memory module for use in deep learning.
  • learning_unsupervised_learning: a meta-learned unsupervised learning update rule.
  • lexnet_nc: a distributed model for noun compound relationship classification.
  • lfads: sequential variational autoencoder for analyzing neuroscience data.
  • lm_1b: language modeling on the one billion word benchmark.
  • lm_commonsense: commonsense reasoning using language models.
  • Dress Gap Casual Outlet Selling Outlet Selling Casual Gap zIw4O: text generation with GANs.
  • namignizer: recognize and generate names.
  • neural_gpu: highly parallel neural computer.
  • neural_programmer: neural network augmented with logic and mathematic operations.
  • next_frame_prediction: probabilistic future frame synthesis via cross convolutional networks.
  • object_detection: localizing and identifying multiple objects in a single image.
  • pcl_rl: code for several reinforcement learning algorithms, including Path Consistency Learning.
  • ptn: perspective transformer nets for 3D object reconstruction.
  • marco: automating the evaluation of crystallization experiments.
  • qa_kg: module networks for question answering on knowledge graphs.
  • real_nvp: density estimation using real-valued non-volume preserving (real NVP) transformations.
  • rebar: low-variance, unbiased gradient estimates for discrete latent variable models.
  • resnet: deep and wide residual networks.
  • seq2species: deep learning solution for read-level taxonomic classification.
  • skip_thoughts: recurrent neural network sentence-to-vector encoder.
  • slim: image classification models in TF-Slim.
  • street: identify the name of a street (in France) from an image using a Deep RNN.
  • swivel: the Swivel algorithm for generating word embeddings.
  • syntaxnet: neural models of natural language syntax.
  • tcn: Self-supervised representation learning from multi-view video.
  • textsum: sequence-to-sequence with attention model for text summarization.
  • transformer: spatial transformer network, which allows the spatial manipulation of data within the network.
  • vid2depth: learning depth and ego-motion unsupervised from raw monocular video.
  • video_prediction: predicting future video frames with neural advection.