kickbean / tensorflow-handbook

A handbook on Tensorflow 1.0

tensorflow-handbook

A handbook on Tensorflow 1.0

Requirements

• Tensorflow 1.0
• Numpy

Table of Contents

1. Basic Tensorflow
2. Linear Regression
3. Classification
4. Reinforcement Learning
5. Hidden Markov_Model
6. Autoencoder

Basic

• Tensors
• Variable
• Saving and Loading
• Tensorboard
• Traversing a directory of data

Linear Regression

• Visualize data
• Linear Model
• Polynomial Model
• Regularization

Classification

• Linear Classification
• Logistic Regression 1D
• Logistic Regression 2D
• Softmax Regression

Reinforcement Learning

• Stock Prediction

Hidden Markov Model

• Basic HMM

Autoencoder

• Basic autoencoder