# Track Awesome Tensorflow Updates Weekly

TensorFlow - A curated list of dedicated resources http://tensorflow.org

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## Jan 02 - Jan 08, 2023

Tools/Utilities

- Speedster (⭐1.8k) - Automatically apply SOTA optimization techniques to achieve the maximum inference speed-up on your hardware.

- create-tf-app (⭐3) - Project builder command line tool for Tensorflow covering environment management, linting, and logging.

## Oct 10 - Oct 16, 2022

Libraries

- gluon2keras (⭐0) - Convert Gluon models to Keras (with TensorFlow backend) format

## Jun 27 - Jul 03, 2022

Tutorials

- TensorLayerX - Using TensorFlow like PyTorch. (Api docs)

Libraries

- TensorLayerX (⭐170) - TensorLayerX: A Unified Deep Learning Framework for All Hardwares, Backends and OS, including TensorFlow.

## Apr 11 - Apr 17, 2022

Libraries

- Tensorflow-Probability - Probabalistic programming built on TensorFlow that makes it easy to combine probabilistic models and deep learning on modern hardware.

Books

- Probabilistic Programming and Bayesian Methods for Hackers (⭐25k) - by Cameron Davidson-Pilon. Introduction to Bayesian methods and probabalistic graphical models using tensorflow-probability (and, alternatively PyMC2/3).

## Sep 06 - Sep 12, 2021

Books

- TensorFlow 2.0 in Action - by Thushan Ganegedara. This practical guide to building deep learning models with the new features of TensorFlow 2.0 is filled with engaging projects, simple language, and coverage of the latest algorithms.

## Jun 07 - Jun 13, 2021

Models/Projects

- Model Maker - A transfer learning library that simplifies the process of training, evaluation and deployment for TensorFlow Lite models (support: Image Classification, Object Detection, Text Classification, BERT Question Answer, Audio Classification, Recommendation etc.; API reference).

## Jul 13 - Jul 19, 2020

Models/Projects

- Sarus TF2 Models (⭐39) - A long list of recent generative models implemented in clean, easy to reuse, Tensorflow 2 code (Plain Autoencoder, VAE, VQ-VAE, PixelCNN, Gated PixelCNN, PixelCNN++, PixelSNAIL, Conditional Neural Processes).

## Dec 09 - Dec 15, 2019

Libraries

- DeepBay (⭐4) - High-Level Keras Complement for implement common architectures stacks, served as easy to use plug-n-play modules

## Nov 18 - Nov 24, 2019

Models/Projects

- TF-Unet (⭐2) - General purpose U-Network implemented in Keras for image segmentation

## Sep 09 - Sep 15, 2019

Tools/Utilities

- ML Workspace (⭐2.9k) - All-in-one web IDE for machine learning and data science. Combines Tensorflow, Jupyter, VS Code, Tensorboard, and many other tools/libraries into one Docker image.

## Apr 22 - Apr 28, 2019

Tutorials

- Introduction to TensorFlow for Artificial Intelligence, Machine Learning, and Deep Learning - Introduction to Tensorflow offered by Coursera

- Convolutional Neural Networks in TensorFlow - Convolutional Neural Networks in Tensorflow, offered by Coursera

## Apr 01 - Apr 07, 2019

Libraries

- StellarGraph (⭐2.6k) - Machine Learning on Graphs, a Python library for machine learning on graph-structured (network-structured) data.

## Mar 25 - Mar 31, 2019

Models/Projects

- Ladder Network (⭐102) - Implementation of Ladder Network for Semi-Supervised Learning in Keras and Tensorflow

## Feb 18 - Feb 24, 2019

Libraries

- TensorIO - Lightweight, cross-platform library for deploying TensorFlow Lite models to mobile devices.

## Dec 24 - Dec 30, 2018

Tutorials

- Understanding The Tensorflow Estimator API A conceptual overview of the Estimator API, when you'd use it and why.

## Nov 26 - Dec 02, 2018

Models/Projects

- Hierarchical Attention Networks (⭐83) - TensorFlow implementation of "Hierarchical Attention Networks for Document Classification"

Libraries

- pytorch2keras (⭐827) - Convert PyTorch models to Keras (with TensorFlow backend) format

## Oct 22 - Oct 28, 2018

Tools/Utilities

- Guild AI - Task runner and package manager for TensorFlow

## Oct 15 - Oct 21, 2018

Libraries

- tf-encrypted (⭐0) - Layer on top of TensorFlow for doing machine learning on encrypted data

## Oct 01 - Oct 07, 2018

Libraries

- TensorFlow Estimators - high-level TensorFlow API that greatly simplifies machine learning programming (originally tensorflow/skflow (⭐3.2k))

- R Interface to TensorFlow - R interface to TensorFlow APIs, including Estimators, Keras, Datasets, etc.

Papers

- TensorFlow Estimators: Managing Simplicity vs. Flexibility in High-Level Machine Learning Frameworks

## Sep 24 - Sep 30, 2018

Models/Projects

- TensorNets (⭐1k) - 40+ Popular Computer Vision Models With Pre-trained Weights.

## Aug 20 - Aug 26, 2018

Blog posts

## Apr 23 - Apr 29, 2018

Models/Projects

- MusicGenreClassification (⭐453) - Classify music genre from a 10 second sound stream using a Neural Network.

## Mar 19 - Mar 25, 2018

Tutorials

- TensorFlow Tutorial 3 (⭐9.1k) - These tutorials are intended for beginners in Deep Learning and TensorFlow with well-documented code and YouTube videos.

Models/Projects

- Kubeflow (⭐12k) - Framework for easily using Tensorflow with Kubernetes.

## Feb 19 - Feb 25, 2018

Tutorials

- TensorLayer - Modular implementation for TensorFlow's official tutorials. (CN).

Models/Projects

- SRGAN (⭐2.9k) - Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network

- Seq2seq-Chatbot (⭐822) - Chatbot in 200 lines of code

- DCGAN (⭐310) - Deep Convolutional Generative Adversarial Networks

- GAN-CLS (⭐574) -Generative Adversarial Text to Image Synthesis

- im2im (⭐71) - Unsupervised Image to Image Translation with Generative Adversarial Networks

- Improved CycleGAN (⭐89) - Unpaired Image to Image Translation

- DAGAN (⭐159) - Fast Compressed Sensing MRI Reconstruction

- Policy Gradient (⭐7.1k) - For Playing Atari Ping Pong

- Deep Q-Network (⭐7.1k) - For Playing Frozen Lake Game

- AC (⭐7.1k) - Actor Critic for Playing Discrete Action space Game (Cartpole)

- A3C (⭐7.1k) - Asynchronous Advantage Actor Critic (A3C) for Continuous Action Space (Bipedal Walker)

- DAGGER (⭐66) - For Playing Gym Torcs (⭐400)

- TRPO (⭐44) - For Continuous and Discrete Action Space by

- U-Net (⭐448) - For Brain Tumor Segmentation

- Spatial Transformer Networks (⭐36) - Learn the Transformation Function

Libraries

- TensorLayer (⭐7.1k) - Deep learning and reinforcement learning library for researchers and engineers

Papers

- TensorLayer: A Versatile Library for Efficient Deep Learning Development - This paper describes a versatile Python library that aims at helping researchers and engineers efficiently develop deep learning systems. (Winner of The Best Open Source Software Award of ACM MM 2017)

Books

- Deep Learning using TensorLayer - by Hao Dong et al. This book covers both deep learning and the implmentation by using TensorFlow and TensorLayer.

## Feb 12 - Feb 18, 2018

Models/Projects

- Tensorflow-Project-Template (⭐3.6k) - A simple and well-designed template for your tensorflow project.

Blog posts

- How Does The TensorFlow Work How Does The Machine Learning Library TensorFlow Work?

## Jan 08 - Jan 14, 2018

Videos

- Image recognition in Go using TensorFlow - by Alex Pliutau

## Jan 01 - Jan 07, 2018

Models/Projects

- Tensorflow FastText (⭐306) - A simple embedding based text classifier inspired by Facebook's fastText.

## Dec 04 - Dec 10, 2017

Tutorials

- Effective Tensorflow (⭐8.7k) - TensorFlow howtos and best practices. Covers the basics as well as advanced topics.

## Nov 13 - Nov 19, 2017

Blog posts

- Coca-Cola's Image Recognition App Coca-Cola's product code image recognizing neural network with user input feedback loop.

## Oct 16 - Oct 22, 2017

Libraries

- Lattice (⭐505) - Implementation of Monotonic Calibrated Interpolated Look-Up Tables in TensorFlow

- TensorForce (⭐3.2k) - TensorForce: A TensorFlow library for applied reinforcement learning

## Sep 25 - Oct 01, 2017

Models/Projects

- Unsupervised Object Counting (⭐82) - Implementation of "Attend, Infer, Repeat"

## Sep 04 - Sep 10, 2017

Models/Projects

- Holographic Embeddings for Graph Completion and Link Prediction (⭐0) - Implementation of Holographic Embeddings of Knowledge Graphs

## Aug 28 - Sep 03, 2017

Models/Projects

- Attentive Object Tracking (⭐147) - Implementation of "Hierarchical Attentive Recurrent Tracking"

## Aug 14 - Aug 20, 2017

Models/Projects

- Neural machine translation between the writings of Shakespeare and modern English using TensorFlow (⭐245) - This performs a monolingual translation, going from modern English to Shakespeare and vice-versa.

## Jul 24 - Jul 30, 2017

Videos

## Jul 17 - Jul 23, 2017

Models/Projects

- Lip Reading - Cross Audio-Visual Recognition using 3D Architectures in TensorFlow (⭐1.7k) - TensorFlow Implementation of "Cross Audio-Visual Recognition in the Wild Using Deep Learning" by Torfi et al.

## Jul 03 - Jul 09, 2017

Community

## Jun 19 - Jun 25, 2017

Tutorials

- TensorFlow World (⭐4.5k) - Concise and ready-to-use TensorFlow tutorials with detailed documentation are provided.

Models/Projects

- 3D Convolutional Neural Networks in TensorFlow (⭐754) - Implementation of "3D Convolutional Neural Networks for Speaker Verification application" in TensorFlow by Torfi et al.

## Jun 05 - Jun 11, 2017

Tutorials

- CS20 SI: TensorFlow for DeepLearning Research - Stanford Course about Tensorflow from 2017 - Syllabus - Unofficial Videos

Models/Projects

- Show, Attend and Tell (⭐902) - Attention Based Image Caption Generator

- GoogleNet Convolutional Neural Network Groups Movie Scenes By Setting (⭐354) - Search, filter, and describe videos based on objects, places, and other things that appear in them

- Colornet - Neural Network to colorize grayscale images (⭐3.6k) - Neural Network to colorize grayscale images

## May 29 - Jun 04, 2017

Models/Projects

- VGAN Tensorflow (⭐14) - Tensorflow implementation for MIT "Generating Videos with Scene Dynamics" by Vondrick et al.

## May 22 - May 28, 2017

Blog posts

- TensorFlow Optimizations on Modern Intel® Architecture - Introduces TensorFlow optimizations on Intel® Xeon® and Intel® Xeon Phi™ processor-based platforms based on an Intel/Google collaboration.

## May 08 - May 14, 2017

Libraries

- tensorpack (⭐6.3k) - Neural Network Toolbox on TensorFlow focusing on training speed and on large datasets.

## May 01 - May 07, 2017

Books

- Machine Learning with TensorFlow by Nishant Shukla, computer vision researcher at UCLA and author of Haskell Data Analysis Cookbook. This book makes the math-heavy topic of ML approachable and practicle to a newcomer.

## Apr 17 - Apr 23, 2017

Tutorials

- Single Image Random Dot Stereograms (⭐5) - SIRDS is a means to present 3D data in a 2D image. It allows for scientific data display of a waterfall type plot with no hidden lines due to perspective.

## Apr 10 - Apr 16, 2017

Tutorials

- Predict time series (⭐1k) - Learn to use a seq2seq model on simple datasets as an introduction to the vast array of possibilities that this architecture offers

Libraries

- Sonnet (⭐9.5k) - Sonnet is DeepMind's library built on top of TensorFlow for building complex neural networks.

## Apr 03 - Apr 09, 2017

Models/Projects

- CNN visualization using Tensorflow (⭐778) - Tensorflow implementation of "Visualizing and Understanding Convolutional Networks"

## Mar 20 - Mar 26, 2017

Libraries

- NNFlow (⭐7) - Simple framework allowing to read-in ROOT NTuples by converting them to a Numpy array and then use them in Google Tensorflow.

## Mar 13 - Mar 19, 2017

Blog posts

- TensorFlow Android Guide - Android TensorFlow Machine Learning Example.

## Feb 20 - Feb 26, 2017

Tutorials

- Getting Started with TensorFlow on Android - Build your first TensorFlow Android app

Libraries

- TensorFlowOnSpark (⭐3.8k) - initiative from Yahoo! to enable distributed TensorFlow with Apache Spark.

Blog posts

- TFRecords Guide semantic segmentation and handling the TFRecord file format.

## Feb 13 - Feb 19, 2017

Books

- TensorFlow for Machine Intelligence - Complete guide to use TensorFlow from the basics of graph computing, to deep learning models to using it in production environments - Bleeding Edge Press

## Feb 06 - Feb 12, 2017

Models/Projects

- AlexNet3D (⭐41) - An implementations of AlexNet3D. Simple AlexNet model but with 3D convolutional layers (conv3d).

## Jan 16 - Jan 22, 2017

Models/Projects

- Domain Transfer Network (⭐864) - Implementation of Unsupervised Cross-Domain Image Generation

## Jan 02 - Jan 08, 2017

Libraries

- keras-js (⭐4.9k) - Run Keras models (tensorflow backend) in the browser, with GPU support

Books

- Building Machine Learning Projects with Tensorflow – by Rodolfo Bonnin. This book covers various projects in TensorFlow that expose what can be done with TensorFlow in different scenarios. The book provides projects on training models, machine learning, deep learning, and working with various neural networks. Each project is an engaging and insightful exercise that will teach you how to use TensorFlow and show you how layers of data can be explored by working with Tensors.

## Dec 26 - Jan 01, 2016

Powered by TensorFlow

- android-yolo (⭐624) - Real-time object detection on Android using the YOLO network, powered by TensorFlow.

## Dec 12 - Dec 18, 2016

Papers

## Nov 28 - Dec 04, 2016

Videos

- Tensorflow and deep learning - without at PhD - by Martin Görner

## Oct 31 - Nov 06, 2016

Tutorials

- TensorFlow Tutorial 2 (⭐6k) - Introduction to deep learning based on Google's TensorFlow framework. These tutorials are direct ports of Newmu's Theano

Models/Projects

- Neural Style (⭐3.1k) Implementation of Neural Style

- Pretty Tensor (⭐1.2k) - Pretty Tensor provides a high level builder API

- Neural Style (⭐5.5k) - An implementation of neural style

- NeuralArt (⭐496) - Implementation of A Neural Algorithm of Artistic Style

Libraries

- tflearn (⭐9.6k) - Deep learning library featuring a higher-level API

Videos

Blog posts

## Oct 24 - Oct 30, 2016

Tutorials

- Classification on time series (⭐3.1k) - Recurrent Neural Network classification in TensorFlow with LSTM on cellphone sensor data

Models/Projects

- DQN-tensorflow (⭐2.4k) - TensorFlow implementation of DeepMind's 'Human-Level Control through Deep Reinforcement Learning' with OpenAI Gym by Devsisters.com

- Highway Network (⭐56) - TensorFlow implementation of "Training Very Deep Networks" with a blog post

- Sentence Classification with CNN (⭐5.5k) - TensorFlow implementation of "Convolutional Neural Networks for Sentence Classification" with a blog post

- Character-Aware Neural Language Models (⭐751) - TensorFlow implementation of Character-Aware Neural Language Models

- YOLO TensorFlow ++ (⭐6.1k) - TensorFlow implementation of 'YOLO: Real-Time Object Detection', with training and an actual support for real-time running on mobile devices.

- Mnemonic Descent Method (⭐123) - Tensorflow implementation of "Mnemonic Descent Method: A recurrent process applied for end-to-end face alignment"

Blog posts

- RNNs In TensorFlow, A Practical Guide And Undocumented Features - Step-by-step guide with full code examples on GitHub.

## Sep 26 - Oct 02, 2016

Models/Projects

- Wavenet (⭐5.3k) - This is a TensorFlow implementation of the WaveNet generative neural network architecture for audio generation.

Books

- Hands-On Machine Learning with Scikit-Learn and TensorFlow – by Aurélien Geron, former lead of the YouTube video classification team. Covers ML fundamentals, training and deploying deep nets across multiple servers and GPUs using TensorFlow, the latest CNN, RNN and Autoencoder architectures, and Reinforcement Learning (Deep Q).

## Sep 12 - Sep 18, 2016

Books

- Getting Started with TensorFlow - Get up and running with the latest numerical computing library by Google and dive deeper into your data, by Giancarlo Zaccone

## Aug 15 - Aug 21, 2016

Models/Projects

- Chatbot (⭐2.9k) - Implementation of "A neural conversational model"

## Aug 08 - Aug 14, 2016

Blog posts

## Aug 01 - Aug 07, 2016

Libraries

- tensorflow.rb (⭐825) - TensorFlow native interface for ruby using SWIG

## Jul 25 - Jul 31, 2016

Models/Projects

- End-To-End Memory Networks (⭐339) - Implementation of End-To-End Memory Networks

## Jul 04 - Jul 10, 2016

Blog posts

- Building Machine Learning Estimator in TensorFlow - Understanding the Internals of TensorFlow Learn Estimators

## Jun 27 - Jul 03, 2016

Tutorials

- Sungjoon's TensorFlow-101 (⭐2.6k) - TensorFlow tutorials written in Python with Jupyter Notebook

Papers

- TensorFlow: A system for large-scale machine learning - This paper describes the TensorFlow dataflow model in contrast to existing systems and demonstrate the compelling performance

Blog posts

- Fizz Buzz in TensorFlow - A joke by Joel Grus

## Jun 13 - Jun 19, 2016

Videos

- Large Scale Deep Learning with TensorFlow - Spark Summit 2016 Keynote by Jeff Dean

## Jun 06 - Jun 12, 2016

Videos

- Diving into Machine Learning through TensorFlow - Pycon 2016 Portland Oregon, Slide & Code (⭐637) by Julia Ferraioli, Amy Unruh, Eli Bixby

## May 30 - Jun 05, 2016

Tutorials

- Terry Um’s TensorFlow Exercises (⭐613) - Re-create the codes from other TensorFlow examples

- Installing TensorFlow on Raspberry Pi 3 (⭐2.2k) - TensorFlow compiled and running properly on the Raspberry Pi

Powered by TensorFlow

- Magenta (⭐18k) - Research project to advance the state of the art in machine intelligence for music and art generation

## May 16 - May 22, 2016

Libraries

- TensorFrames (⭐757) - TensorFlow binding for Apache Spark

Books

- First Contact with TensorFlow by Jordi Torres, professor at UPC Barcelona Tech and a research manager and senior advisor at Barcelona Supercomputing Center

- Deep Learning with Python - Develop Deep Learning Models on Theano and TensorFlow Using Keras by Jason Brownlee

## May 09 - May 15, 2016

Models/Projects

- Neural Caption Generator (⭐510) - Implementation of "Show and Tell"

- Neural Caption Generator with Attention (⭐510) - Implementation of "Show, Attend and Tell"

- Weakly_detector (⭐363) - Implementation of "Learning Deep Features for Discriminative Localization"

- Dynamic Capacity Networks (⭐8) - Implementation of "Dynamic Capacity Networks"

- HMM in TensorFlow (⭐283) - Implementation of viterbi and forward/backward algorithms for HMM

- DeepOSM (⭐1.3k) - Train TensorFlow neural nets with OpenStreetMap features and satellite imagery.

Powered by TensorFlow

- YOLO TensorFlow (⭐1.7k) - Implementation of 'YOLO : Real-Time Object Detection'

Libraries

- caffe-tensorflow (⭐2.8k) - Convert Caffe models to TensorFlow format

- keras - Minimal, modular deep learning library for TensorFlow and Theano

- SyntaxNet: Neural Models of Syntax (⭐75k) - A TensorFlow implementation of the models described in Globally Normalized Transition-Based Neural Networks, Andor et al. (2016)

Videos

- Stanford CS224d Lecture 7 - Introduction to TensorFlow, 19th Apr 2016 - CS224d Deep Learning for Natural Language Processing by Richard Socher

Papers

- Globally Normalized Transition-Based Neural Networks - This paper describes the models behind SyntaxNet (⭐75k).

Official announcements

- Announcing SyntaxNet: The World’s Most Accurate Parser Goes Open Source - Release of SyntaxNet, "an open-source neural network framework implemented in TensorFlow that provides a foundation for Natural Language Understanding systems.

Blog posts

- The Good, Bad, & Ugly of TensorFlow - A survey of six months rapid evolution (+ tips/hacks and code to fix the ugly stuff), Dan Kuster at Indico, May 9, 2016

## May 02 - May 08, 2016

Libraries

- TensorFlow-Slim (⭐75k) - High-level library for defining models

Blog posts

- TensorFlow for Poets - Goes over the implementation of TensorFlow

- Introduction to Scikit Flow - Simplified Interface to TensorFlow - Key Features Illustrated

Community

## Apr 25 - May 01, 2016

Community

## Apr 18 - Apr 24, 2016

Models/Projects

- Neural Turing Machine in TensorFlow (⭐1k) - implementation of Neural Turing Machine

Videos

- TensorFlow Guide 1 - A guide to installation and use

- TensorFlow Basic Usage - A guide going over basic usage

- TensorFlow Udacity Deep Learning - Basic steps to install TensorFlow for free on the Cloud 9 online service with 1Gb of data

Community

## Apr 11 - Apr 17, 2016

Tutorials

- TensorFlow Tutorial 1 (⭐5.6k) - From the basics to slightly more interesting applications of TensorFlow

Contributions

- Repository's owner explicitly say that "this library is not maintained".

- Not committed for long time (2~3 years).

## Apr 04 - Apr 10, 2016

Models/Projects

- Generative Handwriting Demo using TensorFlow (⭐686) - An attempt to implement the random handwriting generation portion of Alex Graves' paper

Videos

Papers

- TensorFlow: Large-Scale Machine Learning on Heterogeneous Distributed Systems - This paper describes the TensorFlow interface and an implementation of that interface that we have built at Google

- Comparative Study of Deep Learning Software Frameworks - The study is performed on several types of deep learning architectures and we evaluate the performance of the above frameworks when employed on a single machine for both (multi-threaded) CPU and GPU (Nvidia Titan X) settings

- Distributed TensorFlow with MPI - In this paper, we extend recently proposed Google TensorFlow for execution on large scale clusters using Message Passing Interface (MPI)

Official announcements

- TensorFlow: smarter machine learning, for everyone - An introduction to TensorFlow

## Mar 07 - Mar 13, 2016

Videos

- TensorFlow Guide 2 - Continuation of first video

- TensorFlow Deep MNIST for Experts - Goes over Deep MNIST

## Feb 29 - Mar 06, 2016

Tutorials

- TensorFlow Examples (⭐42k) - TensorFlow tutorials and code examples for beginners

Models/Projects

- TensorFlow White Paper Notes (⭐437) - Annotated notes and summaries of the TensorFlow white paper, along with SVG figures and links to documentation

## Feb 22 - Feb 28, 2016

Credits

- Some of the python libraries were cut-and-pasted from vinta (⭐151k)

- The few go reference I found where pulled from this page