Top 13 mcts open source projects

An implementation of the AlphaZero algorithm for Gomoku (also called Gobang or Five in a Row)

✭ 2,570

python pytorch tensorflow reinforcement-learning theano rl lasagne board-game mcts gomoku monte-carlo-tree-search self-learning gobang alphago alphago-zero alphazero

Alpha Zero General

A clean implementation based on AlphaZero for any game in any framework + tutorial + Othello/Gobang/TicTacToe/Connect4 and more

✭ 2,617

Jupyter Notebook python shell deep-learning pytorch tensorflow keras reinforcement-learning chainer mcts othello gomoku monte-carlo-tree-search gobang alphago tf alphago-zero alpha-zero alphazero self-play

quoridor-ai

Quoridor AI based on Monte Carlo tree search

✭ 23

javascript HTML CSS ai mcts quoridor monte-carlo-tree-search quoridor-game

alpha-zero

AlphaZero implementation for Othello, Connect-Four and Tic-Tac-Toe based on "Mastering the game of Go without human knowledge" and "Mastering Chess and Shogi by Self-Play with a General Reinforcement Learning Algorithm" by DeepMind.

✭ 68

python game machine-learning reinforcement-learning deep-learning tensorflow tic-tac-toe connect-four reversi mcts othello tictactoe resnet deepmind connect4 alphago-zero alpha-zero alphazero self-play

AlphaZero Gobang

Deep Learning big homework of UCAS

✭ 29

python deep-learning pytorch mcts gomoku residual-networks gobang alphazero five-in-a-row

Deep RL with pytorch

A pytorch tutorial for DRL(Deep Reinforcement Learning)

✭ 160

Jupyter Notebook python deep-reinforcement-learning pytorch dqn mcts uct c51 iqn hedge ppo a2c gail counterfactual-regret-minimization qr-dqn random-network-distillation soft-actor-critic self-imitation-learning

MCTS-agent-python

Monte Carlo Tree Search (MCTS) is a method for finding optimal decisions in a given domain by taking random samples in the decision space and building a search tree accordingly. It has already had a profound impact on Artificial Intelligence (AI) approaches for domains that can be represented as trees of sequential decisions, particularly games …

✭ 22

python reinforcement-learning mcts markov-decision-processes monte-carlo-tree-search sequential-decisions decision-space game-of-hex

UCThello

UCThello - a board game demonstrator (Othello variant) with computer AI using Monte Carlo Tree Search (MCTS) with UCB (Upper Confidence Bounds) applied to trees (UCT in short)

godpaper

🐵 An AI chess-board-game framework(by many programming languages) implementations.

muzero

A clean implementation of MuZero and AlphaZero following the AlphaZero General framework. Train and Pit both algorithms against each other, and investigate reliability of learned MuZero MDP models.

✭ 126

Jupyter Notebook python reinforcement-learning deep-learning tensorflow deep-reinforcement-learning tf2 mcts alphazero tensorflow2 muzero

pyDLGO

基於深度學習的 GTP 圍棋（围棋）引擎，KGS 指引文件以及演算法教學。

✭ 33

python deep-learning baduk weiqi goban mcts game-of-go alphago

jupiter

A Monte-Carlo based AI to beat 2048

✭ 47

javascript CSS HTML python ai mcts 2048

Hypernets

A General Automated Machine Learning framework to simplify the development of End-to-end AutoML toolkits in specific domains.

✭ 221

python Jupyter Notebook reinforcement-learning keras mcts hyperparameter-optimization evolutionary-algorithms nas monte-carlo-tree-search hyperparameter-tuning automl neural-architecture-search nasnet enas autodl

1-13 of 13 mcts projects