Coder Social home page Coder Social logo

alpha-michi's Introduction

Alpha Michi --- Minimalistic Go MCTS Engine with hueristics based off a neural network.

So this is partially based on the simple michi go program and partially attempted to go down the road that alphago went do. I don't have the resources or time that google had so I am aiming at a simple reproduction that I am hoping could be a dan level player on very modest hardware resources. In particular I want to aim at being an good automated game review that I can use for improvement on my own games

Currently the project is mostly just michi but working on getting things revamped to use a proper neural network.

This will come in several phases.

  1. Get the Policy network that just reproduces the likely human moves. This will likely be based off the gogod database.

  2. Get a value network built through self play that gives a good prediction on the current value. I am actually hoping that this is the key component. The MCTS will mostly be used in trying to improve the value network since on modest HW MCTS can get expensive so a single evaluation of the value network will hopefully provide most of the strength increases.

alpha-michi's People

Contributors

dahc avatar danielrich avatar db3108 avatar pasky avatar traveller42 avatar

Stargazers

 avatar

Watchers

 avatar  avatar  avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.