snowkylin/TensorFlow-cn

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snowkylin/TensorFlow-cn

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简单粗暴 TensorFlow (1.X) | A Concise Handbook of TensorFlow (1.X) | 此版本不再更新，新版见 https://tf.wiki

简单粗暴TensorFlow | A Concise Handbook of TensorFlow

基于Eager Execution | Based on Eager Execution

重要：此版本（基于 TensorFlow 1.X）不再更新，基于 TensorFlow 2 的新版见 https://github.com/snowkylin/tensorflow-handbook 和 https://tf.wiki

在线阅读 | Read online : https://v1.tf.wiki

备用地址 | Alternative URL：https://snowkylin.github.io/TensorFlow-cn/

作者 | Author: Xihan Li (snowkylin)

英文版译者 | Translators of English version: Zida Jin, Ming, Ji-An Li, Xihan Li

本手册是一篇精简的TensorFlow入门指导，基于TensorFlow的Eager Execution（动态图）模式，力图让具备一定机器学习及Python基础的开发者们快速上手TensorFlow。

This handbook is a concise introduction to TensorFlow based on Eager Execution mode, trying to help developers get started with TensorFlow quickly with some basic machine learning and Python knowledge.

PDF下载 | PDF download :

(中文版 | Chinese): https://www.tensorflowers.cn/t/6230
(英文版 | English): https://github.com/snowkylin/TensorFlow-cn/releases

在线答疑区 | Online Q&A area :

(中文 | Chinese): https://www.tensorflowers.cn/b/48
(英文 | English): https://github.com/snowkylin/TensorFlow-cn/issues

tensorflow-handbook

简单粗暴 TensorFlow 2 | A Concise Handbook of TensorFlow 2 | 一本简明的 TensorFlow 2 入门指导教程

Jupyter Notebook

line

TensorFlow implementation of paper "LINE: Large-scale Information Network Embedding" by Jian Tang, et al.

ntm

TensorFlow implementation of Neural Turing Machines (NTM), with its application on one-shot learning (MANN)

rnn-handwriting-generation

Handwriting generation by RNN with TensorFlow, based on "Generating Sequences With Recurrent Neural Networks" by Alex Graves

rnn-vae

Variational Autoencoder with Recurrent Neural Network based on Google DeepMind's "DRAW: A Recurrent Neural Network For Image Generation"

gnn

TensorFlow implementation of several popular Graph Neural Network layers, wrapped with tf.keras.layers.Layer.

snowkylin.github.io

雪麒的百草园 - Snowkylin's Blog

data-mining-pku

Instruction of assignment in course "Data Warehousing and Data Mining Technology", Spring and Summer Semester, 2017.

nncf

TensorFlow implementation of paper "On Sampling Strategies for Neural Network-based Collaborative Filtering" by Chen, Ting, et al.

lemon-public-license

async_rl

Tensorflow implementation of asyncronous 1-step Q learning in "Asynchronous Methods for Deep Reinforcement Learning" with improvement on weight update process (use minibatch) to speed up training.

baidu-statistics

A simple Python 3 project to give some statistics information about Baidu Search Engine, especially Baijiahao.

rl-flappybird

Using deep reinforcement learning to play flappy bird. Implemented by TensorFlow.

lp-algorithm

A minimized implementation of several popular algorithms for linear programming (Simplex, Interior-Point)

restructuredtext-shortcut

reStructuredText Shortcut Support for Visual Studio Code