Comprehensive List of Excellent TensorFlow Resources

Summary: A carefully curated list of practices, libraries, and projects related to TensorFlow. The most comprehensive on the internet!

• TensorFlow Tutorial 1 — From basics to more interesting TensorFlow applications

• TensorFlow Tutorial 2 — Introduction to deep learning based on Google TensorFlow framework, these tutorials are direct ports of Newmu’s Theano

• TensorFlow Examples — TensorFlow tutorials and code examples for beginners

• Sungjoon’s TensorFlow-101 — TensorFlow tutorials written using Python and Jupyter Notebook

• Terry Um’s TensorFlow Exercises — Recreating code from other TensorFlow examples

• Installing TensorFlow on Raspberry Pi 3 — Compiling and running TensorFlow correctly on Raspberry Pi

• Classification on time series — Using LSTM in TensorFlow for recursive neural network classification of mobile sensor data

• Show, Attend and Tell — An image caption generator based on the attention mechanism (the attention mechanism is one of the cutting-edge hotspots in deep learning, capable of focusing on different parts of the input one by one)

• Neural Style — Implementation of Neural Style (Neural Style is an algorithm that re-draws an image in the painting style of an existing artwork)

• Pretty Tensor — Pretty Tensor provides a high-level builder API

• Neural Style — Implementation of Neural Style

• TensorFlow White Paper Notes — Annotated notes and summaries of TensorFlow white papers, along with SVG graphics and document links

• NeuralArt — Implementation of artistic style neural algorithms

• Using TensorFlow and PyGame for deep reinforcement learning in ping pong

• Generative Handwriting Demo using TensorFlow — Attempting to implement the random handwriting generation part from Alex Graves’s paper

• Neural Turing Machine in TensorFlow — TensorFlow implementation of Neural Turing Machine

• GoogleNet Convolutional Neural Network Groups Movie Scenes By Setting — Searching, filtering, and describing videos based on objects, locations, and other content shown

• Neural machine translation between the writings of Shakespeare and modern English using TensorFlow — Monolingual translation, from modern English to Shakespeare and vice versa

• Chatbot — Implementation of “a neural conversation model”

• Colornet – Neural Network to colorize grayscale images — Coloring grayscale images using neural networks

• Neural Caption Generator with Attention — TensorFlow implementation for image understanding

• Weakly_detector — TensorFlow implementation of “learning deep features to distinguish localization”

• Dynamic Capacity Networks — Implementation of “dynamic capacity networks”

• HMM in TensorFlow — Implementation of Viterbi and forward/backward algorithms for HMM

• DeepOSM — Training TensorFlow neural networks using OpenStreetMap features and satellite images

• DQN-tensorflow — Implementing DeepMind’s “human-level control through deep reinforcement learning” using TensorFlow via OpenAI Gym

• Highway Network — TensorFlow implementation of