[轉]awesome-tensorflow-chinese

模型項目

• Domain Transfer Network - Implementation of Unsupervised Cross-Domain Image Generation
• Show, Attend and Tell - Attention Based Image Caption Generator
• Neural Style Implementation of Neural Style
• Pretty Tensor - Pretty Tensor provides a high level builder API
• Neural Style - An implementation of neural style
• AlexNet3D - An implementations of AlexNet3D. Simple AlexNet model but with 3D convolutional layers (conv3d).
• TensorFlow White Paper Notes - Annotated notes and summaries of the TensorFlow white paper, along with SVG figures and links to documentation
• NeuralArt - Implementation of A Neural Algorithm of Artistic Style
• Deep-Q learning Pong with TensorFlow and PyGame
• Generative Handwriting Demo using TensorFlow - An attempt to implement the random handwriting generation portion of Alex Graves' paper
• Neural Turing Machine in TensorFlow - implementation of Neural Turing Machine
• GoogleNet Convolutional Neural Network Groups Movie Scenes By Setting - Search, filter, and describe videos based on objects, places, and other things that appear in them
• Neural machine translation between the writings of Shakespeare and modern English using TensorFlow - This performs a monolingual translation, going from modern English to Shakespeare and vis-versa.
• Chatbot - Implementation of "A neural conversational model"
• Colornet - Neural Network to colorize grayscale images - Neural Network to colorize grayscale images
• Neural Caption Generator - Implementation of "Show and Tell"
• Neural Caption Generator with Attention - Implementation of "Show, Attend and Tell"
• Weakly_detector - Implementation of "Learning Deep Features for Discriminative Localization"
• Dynamic Capacity Networks - Implementation of "Dynamic Capacity Networks"
• HMM in TensorFlow - Implementation of viterbi and forward/backward algorithms for HMM
• DeepOSM - Train TensorFlow neural nets with OpenStreetMap features and satellite imagery.
• DQN-tensorflow - TensorFlow implementation of DeepMind's 'Human-Level Control through Deep Reinforcement Learning' with OpenAI Gym by Devsisters.com
• Highway Network - TensorFlow implementation of "Training Very Deep Networks" with a blog post
• Sentence Classification with CNN - TensorFlow implementation of "Convolutional Neural Networks for Sentence Classification" with a blog post
• End-To-End Memory Networks - Implementation of End-To-End Memory Networks
• Character-Aware Neural Language Models - TensorFlow implementation of Character-Aware Neural Language Models
• YOLO TensorFlow ++ - TensorFlow implementation of 'YOLO: Real-Time Object Detection', with training and an actual support for real-time running on mobile devices.
• Wavenet - This is a TensorFlow implementation of the WaveNet generative neural network architecture for audio generation.
• Mnemonic Descent Method - Tensorflow implementation of "Mnemonic Descent Method: A recurrent process applied for end-to-end face alignment"
• CNN visualization using Tensorflow - Tensorflow implementation of "Visualizing and Understanding Convolutional Networks"

• VGAN Tensorflow - Tensorflow implementation for MIT "Generating Videos with Scene Dynamics" by Vondrick et al.

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

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

論文

• 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
• TF.Learn: TensorFlow's High-level Module for Distributed Machine Learning
• 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)
• Globally Normalized Transition-Based Neural Networks - This paper describes the models behind SyntaxNet.
• 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

官方博客

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

博客文章

• Why TensorFlow will change the Game for AI
• TensorFlow for Poets - Goes over the implementation of TensorFlow
• Introduction to Scikit Flow - Simplified Interface to TensorFlow - Key Features Illustrated
• Building Machine Learning Estimator in TensorFlow - Understanding the Internals of TensorFlow Learn Estimators
• TensorFlow - Not Just For Deep Learning
• The indico Machine Learning Team's take on TensorFlow
• 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
• Fizz Buzz in TensorFlow - A joke by Joel Grus
• RNNs In TensorFlow, A Practical Guide And Undocumented Features - Step-by-step guide with full code examples on GitHub.
• Using TensorBoard to Visualize Image Classification Retraining in TensorFlow
• TFRecords Guide semantic segmentation and handling the TFRecord file format.
• TensorFlow Android Guide - Android TensorFlow Machine Learning Example.
• 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.

極客學院的tensorflow中文文檔翻譯

• https://github.com/jikexueyuanwiki/tensorflow-zh
• http://www.tensorfly.cn/tfdoc/tutorials/mnist_tf.html

tensorflow playground，提供了一個直觀理解神經網絡的網頁。
http://playground.tensorflow.org/

深奧的tensorflow：tensorflow是圖靈完備的語言
https://github.com/akimach/EsotericTensorFlow

練習20-驗證碼破解
RNN難以想象的有效性
十個生成模型最佳案例
9 個超酷的深度學習案例
20個使人驚歎的深度學習應用

tensorflow基礎教程
https://github.com/aymericdamien/TensorFlow-Examples/
https://github.com/yongyehuang/Tensorflow-Tutorial
git clone https://github.com/sjchoi86/Tensorflow-101.git
git clone https://github.com/alrojo/tensorflow-tutorial.git

Python機器學習書籍第二版
https://github.com/rasbt/python-machine-learning-book-2nd-edition.git

胖虎唐詩生成器
https://github.com/hjptriplebee/Chinese_poem_generator
https://github.com/DevinZ1993/Chinese-Poetry-Generation.git
https://github.com/jinfagang/tensorflow_poems.git

tensorflow實踐
https://github.com/luyishisi/tensorflow.git

圖解tensorflow源碼
https://github.com/yao62995/tensorflow.git

谷歌seq2seq模型
https://github.com/google/seq2seq