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TensorFlow - A curated list of dedicated resources http://tensorflow.org
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Jan 05, 2023
Tools/Utilities
- Speedster (⭐8.4k) - Automatically apply SOTA optimization techniques to achieve the maximum inference speed-up on your hardware.
- create-tf-app (⭐4) - Project builder command line tool for Tensorflow covering environment management, linting, and logging.
Oct 12, 2022
Libraries
- gluon2keras (⭐0) - Convert Gluon models to Keras (with TensorFlow backend) format
Jul 01, 2022
Tutorials
- TensorLayerX - Using TensorFlow like PyTorch. (Api docs)
Libraries
- TensorLayerX (⭐525) - TensorLayerX: A Unified Deep Learning Framework for All Hardwares, Backends and OS, including TensorFlow.
Apr 16, 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 (⭐26k) - by Cameron Davidson-Pilon. Introduction to Bayesian methods and probabalistic graphical models using tensorflow-probability (and, alternatively PyMC2/3).
Sep 09, 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 11, 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 07, 2020
Models/Projects
- Sarus TF2 Models (⭐38) - 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 02, 2019
Libraries
- DeepBay (⭐4) - High-Level Keras Complement for implement common architectures stacks, served as easy to use plug-n-play modules
Nov 16, 2019
Models/Projects
- TF-Unet (⭐2) - General purpose U-Network implemented in Keras for image segmentation
Sep 05, 2019
Tools/Utilities
- ML Workspace (⭐3.3k) - 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 19, 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
Mar 27, 2019
Libraries
- StellarGraph (⭐2.9k) - Machine Learning on Graphs, a Python library for machine learning on graph-structured (network-structured) data.
Mar 21, 2019
Models/Projects
- Ladder Network (⭐102) - Implementation of Ladder Network for Semi-Supervised Learning in Keras and Tensorflow
Feb 12, 2019
Libraries
- TensorIO - Lightweight, cross-platform library for deploying TensorFlow Lite models to mobile devices.
Dec 25, 2018
Tutorials
- Understanding The Tensorflow Estimator API A conceptual overview of the Estimator API, when you'd use it and why.
Dec 02, 2018
Libraries
- pytorch2keras (⭐847) - Convert PyTorch models to Keras (with TensorFlow backend) format
Dec 01, 2018
Models/Projects
- Hierarchical Attention Networks (⭐83) - TensorFlow implementation of "Hierarchical Attention Networks for Document Classification"
Oct 28, 2018
Tools/Utilities
- Guild AI - Task runner and package manager for TensorFlow
Oct 19, 2018
Libraries
- tf-encrypted (⭐2) - Layer on top of TensorFlow for doing machine learning on encrypted data
Oct 01, 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 28, 2018
Models/Projects
- TensorNets (⭐1k) - 40+ Popular Computer Vision Models With Pre-trained Weights.
Aug 21, 2018
Blog posts
Apr 29, 2018
Models/Projects
- MusicGenreClassification (⭐538) - Classify music genre from a 10 second sound stream using a Neural Network.
Mar 25, 2018
Tutorials
- TensorFlow Tutorial 3 (⭐9.2k) - These tutorials are intended for beginners in Deep Learning and TensorFlow with well-documented code and YouTube videos.
Mar 19, 2018
Models/Projects
- Kubeflow (⭐14k) - Framework for easily using Tensorflow with Kubernetes.
Feb 25, 2018
Tutorials
- TensorLayer - Modular implementation for TensorFlow's official tutorials. (CN).
Models/Projects
- SRGAN (⭐3.2k) - Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network
- Seq2seq-Chatbot (⭐837) - Chatbot in 200 lines of code
- DCGAN (⭐332) - Deep Convolutional Generative Adversarial Networks
- GAN-CLS (⭐592) -Generative Adversarial Text to Image Synthesis
- im2im (⭐73) - Unsupervised Image to Image Translation with Generative Adversarial Networks
- Improved CycleGAN (⭐90) - Unpaired Image to Image Translation
- DAGAN (⭐173) - Fast Compressed Sensing MRI Reconstruction
- Policy Gradient (⭐7.3k) - For Playing Atari Ping Pong
- Deep Q-Network (⭐7.3k) - For Playing Frozen Lake Game
- AC (⭐7.3k) - Actor Critic for Playing Discrete Action space Game (Cartpole)
- A3C (⭐7.3k) - Asynchronous Advantage Actor Critic (A3C) for Continuous Action Space (Bipedal Walker)
- DAGGER (⭐70) - For Playing Gym Torcs (⭐411)
- TRPO (⭐43) - For Continuous and Discrete Action Space by
- U-Net (⭐484) - For Brain Tumor Segmentation
- Spatial Transformer Networks (⭐35) - Learn the Transformation Function
Libraries
- TensorLayer (⭐7.3k) - 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 17, 2018
Models/Projects
- Tensorflow-Project-Template (⭐3.6k) - A simple and well-designed template for your tensorflow project.
Feb 14, 2018
Blog posts
- How Does The TensorFlow Work How Does The Machine Learning Library TensorFlow Work?
Jan 08, 2018
Videos
- Image recognition in Go using TensorFlow - by Alex Pliutau
Jan 07, 2018
Models/Projects
- Tensorflow FastText (⭐303) - A simple embedding based text classifier inspired by Facebook's fastText.
Dec 10, 2017
Tutorials
- Effective Tensorflow (⭐8.6k) - TensorFlow howtos and best practices. Covers the basics as well as advanced topics.
Nov 16, 2017
Blog posts
Nov 13, 2017
Blog posts
- Coca-Cola's Image Recognition App Coca-Cola's product code image recognizing neural network with user input feedback loop.
Oct 18, 2017
Libraries
- Lattice (⭐519) - Implementation of Monotonic Calibrated Interpolated Look-Up Tables in TensorFlow
- TensorForce (⭐3.3k) - TensorForce: A TensorFlow library for applied reinforcement learning
Sep 27, 2017
Models/Projects
- Unsupervised Object Counting (⭐82) - Implementation of "Attend, Infer, Repeat"
Sep 07, 2017
Models/Projects
- Holographic Embeddings for Graph Completion and Link Prediction (⭐0) - Implementation of Holographic Embeddings of Knowledge Graphs
Aug 30, 2017
Models/Projects
- Attentive Object Tracking (⭐146) - Implementation of "Hierarchical Attentive Recurrent Tracking"
Aug 20, 2017
Models/Projects
- Neural machine translation between the writings of Shakespeare and modern English using TensorFlow (⭐248) - This performs a monolingual translation, going from modern English to Shakespeare and vice-versa.
Jul 28, 2017
Videos
Jul 17, 2017
Models/Projects
- Lip Reading - Cross Audio-Visual Recognition using 3D Architectures in TensorFlow (⭐1.8k) - TensorFlow Implementation of "Cross Audio-Visual Recognition in the Wild Using Deep Learning" by Torfi et al.
Jul 07, 2017
Community
Jun 24, 2017
Models/Projects
- 3D Convolutional Neural Networks in TensorFlow (⭐777) - Implementation of "3D Convolutional Neural Networks for Speaker Verification application" in TensorFlow by Torfi et al.
Jun 21, 2017
Tutorials
- TensorFlow World (⭐4.5k) - Concise and ready-to-use TensorFlow tutorials with detailed documentation are provided.
Jun 09, 2017
Models/Projects
- Show, Attend and Tell (⭐907) - Attention Based Image Caption Generator
- GoogleNet Convolutional Neural Network Groups Movie Scenes By Setting (⭐357) - 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
Jun 08, 2017
Tutorials
- CS20 SI: TensorFlow for DeepLearning Research - Stanford Course about Tensorflow from 2017 - Syllabus - Unofficial Videos
Jun 04, 2017
Models/Projects
- VGAN Tensorflow (⭐14) - Tensorflow implementation for MIT "Generating Videos with Scene Dynamics" by Vondrick et al.
May 22, 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 11, 2017
Libraries
- tensorpack (⭐6.3k) - Neural Network Toolbox on TensorFlow focusing on training speed and on large datasets.
May 02, 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 18, 2017
Tutorials
- Single Image Random Dot Stereograms (⭐6) - 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 11, 2017
Tutorials
- Predict time series (⭐1.1k) - Learn to use a seq2seq model on simple datasets as an introduction to the vast array of possibilities that this architecture offers
Libraries
- Sonnet (⭐9.7k) - Sonnet is DeepMind's library built on top of TensorFlow for building complex neural networks.
Apr 04, 2017
Models/Projects
- CNN visualization using Tensorflow (⭐777) - Tensorflow implementation of "Visualizing and Understanding Convolutional Networks"
Mar 20, 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 16, 2017
Blog posts
- TensorFlow Android Guide - Android TensorFlow Machine Learning Example.
Feb 23, 2017
Tutorials
- Getting Started with TensorFlow on Android - Build your first TensorFlow Android app
Feb 22, 2017
Libraries
- TensorFlowOnSpark (⭐3.9k) - initiative from Yahoo! to enable distributed TensorFlow with Apache Spark.
Feb 20, 2017
Blog posts
- TFRecords Guide semantic segmentation and handling the TFRecord file format.
Feb 17, 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 10, 2017
Models/Projects
- AlexNet3D (⭐43) - An implementations of AlexNet3D. Simple AlexNet model but with 3D convolutional layers (conv3d).
Jan 21, 2017
Models/Projects
- Domain Transfer Network (⭐862) - Implementation of Unsupervised Cross-Domain Image Generation
Jan 02, 2017
Libraries
- keras-js (⭐5k) - 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 31, 2016
Powered by TensorFlow
- android-yolo (⭐649) - Real-time object detection on Android using the YOLO network, powered by TensorFlow.
Dec 14, 2016
Papers
Nov 29, 2016
Videos
- Tensorflow and deep learning - without at PhD - by Martin Görner
Nov 05, 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 (⭐493) - Implementation of A Neural Algorithm of Artistic Style
Libraries
- tflearn (⭐9.6k) - Deep learning library featuring a higher-level API
Videos
Blog posts
Oct 26, 2016
Blog posts
- RNNs In TensorFlow, A Practical Guide And Undocumented Features - Step-by-step guide with full code examples on GitHub.
Oct 25, 2016
Models/Projects
- Mnemonic Descent Method (⭐123) - Tensorflow implementation of "Mnemonic Descent Method: A recurrent process applied for end-to-end face alignment"
Oct 24, 2016
Tutorials
- Classification on time series (⭐3.3k) - 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 (⭐57) - TensorFlow implementation of "Training Very Deep Networks" with a blog post
- Sentence Classification with CNN (⭐5.6k) - TensorFlow implementation of "Convolutional Neural Networks for Sentence Classification" with a blog post
- Character-Aware Neural Language Models (⭐754) - 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.
Oct 02, 2016
Models/Projects
- Wavenet (⭐5.4k) - 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 16, 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 21, 2016
Models/Projects
- Chatbot (⭐2.9k) - Implementation of "A neural conversational model"
Aug 09, 2016
Blog posts
Aug 05, 2016
Libraries
- tensorflow.rb (⭐826) - TensorFlow native interface for ruby using SWIG
Jul 30, 2016
Models/Projects
- End-To-End Memory Networks (⭐342) - Implementation of End-To-End Memory Networks
Jul 09, 2016
Blog posts
- Building Machine Learning Estimator in TensorFlow - Understanding the Internals of TensorFlow Learn Estimators
Jul 02, 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 17, 2016
Videos
- Large Scale Deep Learning with TensorFlow - Spark Summit 2016 Keynote by Jeff Dean
Jun 07, 2016
Videos
- Diving into Machine Learning through TensorFlow - Pycon 2016 Portland Oregon, Slide & Code (⭐633) by Julia Ferraioli, Amy Unruh, Eli Bixby
Jun 03, 2016
Powered by TensorFlow
- Magenta (⭐19k) - Research project to advance the state of the art in machine intelligence for music and art generation
May 30, 2016
Tutorials
- Terry Um’s TensorFlow Exercises (⭐615) - 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
May 19, 2016
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 16, 2016
Libraries
- TensorFrames (⭐751) - TensorFlow binding for Apache Spark
May 15, 2016
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 14, 2016
Videos
- Stanford CS224d Lecture 7 - Introduction to TensorFlow, 19th Apr 2016 - CS224d Deep Learning for Natural Language Processing by Richard Socher
May 12, 2016
Models/Projects
- Neural Caption Generator (⭐507) - Implementation of "Show and Tell"
- Neural Caption Generator with Attention (⭐507) - Implementation of "Show, Attend and Tell"
- Weakly_detector (⭐361) - Implementation of "Learning Deep Features for Discriminative Localization"
- Dynamic Capacity Networks (⭐9) - Implementation of "Dynamic Capacity Networks"
- HMM in TensorFlow (⭐285) - 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 (⭐77k) - A TensorFlow implementation of the models described in Globally Normalized Transition-Based Neural Networks, Andor et al. (2016)
Papers
- Globally Normalized Transition-Based Neural Networks - This paper describes the models behind SyntaxNet (⭐77k).
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.
May 04, 2016
Libraries
- TensorFlow-Slim (⭐77k) - 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
May 03, 2016
Community
Apr 25, 2016
Community
Apr 19, 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 16, 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 08, 2016
Models/Projects
- Generative Handwriting Demo using TensorFlow (⭐694) - 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, 2016
Videos
- TensorFlow Guide 2 - Continuation of first video
- TensorFlow Deep MNIST for Experts - Goes over Deep MNIST
Mar 04, 2016
Tutorials
- TensorFlow Examples (⭐43k) - 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 27, 2016
Credits
- Some of the python libraries were cut-and-pasted from vinta (⭐201k)
- The few go reference I found where pulled from this page