和 awesome-tensorflow 不同, tensorflow-in-depth 偏向于收集那些关注tensorflow以及类似的机器学习/深度学习框架底层实现原理、架构的资料，而不是关注如何使用的资料。
- TensorLayer - Modular implementation for TensorFlow's official tutorials. (CN).
- Tensorflow Architecture 官网Tensorflow架构介绍，需要拓展Tensorflow API或者优化Tensorflow性能的人可以阅读这篇文档.
- MPI Tutorial MPI相关的Tutorial.
- TensorFlow White Paper Notes - Annotated notes and summaries of the TensorFlow white paper, along with SVG figures and links to documentation
- Deep-Q learning Pong with TensorFlow and PyGame
- 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 vice-versa.
- TensorFlow on YouTube - TensorFlow在YouTube的主页，里面如TensorFlow Dev Summit 2018，Coding TensorFlow 值得关注.
- Designing and Building Applications for Extreme Scale Systems - 大规模系统高性能计算的一个课程，介绍了许多重要的概念.
- 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
- 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)
- Scaling Distributed Machine Learning with the Parameter Server - How parameter server works, proposed a parameter server framework for distributed machine learning problems.
- 图解tensorflow源码 - TensorFlow图解分析, 导读源码和架构.
- Tensorflow源码解析 - 先介绍了TensorFlow的核心概念和基本概述, 然后从源码剖析了TensorFlow的一些模块.
- TensorFlow - Not Just For Deep Learning 来自YuanTang的博客, YuanTang是tensorflow、MXNet、XGBoost等项目的committer.
- How Does The TensorFlow Work - TensorFlow如何运作？
- A tour through the TensorFlow codebase - TensorFlow源码概览.
- An Introduction to TensorFlow architecture - tensorflow架构原理简介
- Autodiff Workshop - 2017年的Workshop, gradient-based machine learning技术，有不少slides值得看.
- 深入理解TensorFlow 架构设计与实现原理 - 前面主要是应用和算法，第四部门核心揭秘篇讲了tensorflow的设计和原理