# alphazero_learning

**Repository Path**: flowercities/alphazero_learning

## Basic Information

- **Project Name**: alphazero_learning
- **Description**: No description available
- **Primary Language**: Unknown
- **License**: Not specified
- **Default Branch**: master
- **Homepage**: None
- **GVP Project**: No

## Statistics

- **Stars**: 0
- **Forks**: 0
- **Created**: 2021-01-04
- **Last Updated**: 2021-01-04

## Categories & Tags

**Categories**: Uncategorized

**Tags**: None

## README

# AlphaGO Zero


This repository contains a group of study material of AlphaZero algorithm.

## Paper

[Mastering the game of Go with deep neural networks and tree search](https://github.com/edchengg/alphazero_learning/blob/master/Paper/Mastering%20the%20game%20of%20Go%20with%20deep%20neural%20networks%20and%20tree%20search.pdf),

[Matering the game of Go without human knowledge](https://github.com/edchengg/alphazero_learning/blob/master/Paper/Matering%20the%20game%20of%20Go%20without%20human%20knowledge.pdf),

[PseudoCode of AlphaGo Zero](https://github.com/edchengg/alphazero_learning/tree/master/Paper)

## PPT slides

### PPT slides from Harvey Huang:

[PPT](https://github.com/edchengg/alphazero_learning/blob/master/PPT/alphaGo_v2.pdf)

### Visualization of AlphaGo Zero algorithm

[PPT](https://github.com/edchengg/alphazero_learning/blob/master/PPT/Alphazero_PPT.pdf)

<img src="https://github.com/edchengg/alphazero_learning/blob/master/img/ppt.png" width="500">


## Python Notebook:

The notebook contains a series of note and code in each part of the Alpha Zero algorithm:

[Notebook](https://github.com/edchengg/alphazero_learning/blob/master/Notebook/AlphaZero.ipynb).

1. PesudoCode of AlphaZero
2. Tree Node class
3. Monte Carlo Tree Search class
4. MCTS Player class
5. Game class
6. Training class

<img src="https://github.com/edchengg/alphazero_learning/blob/master/img/note2.png" width="500"/>



## Blog post

The following blog posts are quite useful during the study of the algorithm.

pesudo code: https://www.jiqizhixin.com/articles/2017-11-02-18 

MCTS: http://tim.hibal.org/blog/alpha-zero-how-and-why-it-works/