TensorFlow的使用教程与案例

 

TensorFlow Examples 简单的TensorFlow入门资料，对于快速全面的认识和使用TensorFlow还是很有帮助的。

 

• 　　0 - Prerequisite   

 

Introduction to Machine Learning

Introduction to MNIST Dataset

 

• 　　1 -  Introduction

 

Hello World   ipynb   py

Basic Operations   ipynb   py

 

• 　　2 - Basic Models

 

Nearest Neighbor  ipynb    py

Linear Regression   ipynb    py 

Logistic Regression   ipynb    py 

 

• 　　3 - Neural Networks

 

Multilayer Perceptron   ipynb   py  

Convolutional Neural Network    ipynb   py

Recurrent Neural Network (LSTM)   ipynb   py

Bidirectional Recurrent Neural Network (LSTM)  ipynb  py

Dynamic Recurrent Neural Network (LSTM)   py

AutoEncoder   ipynb   py

 

• 　　4 - Utilities

 

Save and Restore a model   ipynb    py

Tensorboard - Graph and loss visualization  ipynb  py

Tensorboard - Advanced visualization  py

 

• 　　5 - Multi GPU

Basic Operations on multi-GPU   ipynb   py

MNIST Dataset  ipynb

http://yann.lecun.com/exdb/mnist/