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Top 13 monte-carlo-tree-search 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

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

deep-active-inference-mc

Deep active inference agents using Monte-Carlo methods

✭ 41

python cognitive-science variational-inference monte-carlo-tree-search monte-carlo-methods machine-learning-models variational-autoencoders dsprites disentangled-representations model-based-reinforcement-learning active-inference animal-ai cognitive-architectures

AnimalChess

Animal Fight Chess Game（斗兽棋） written in rust.

✭ 76

rust python Jupyter Notebook board-game chess ai alpha-beta-pruning monte-carlo-tree-search minmax alphazero

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)

connect4

Solving board games like Connect4 using Deep Reinforcement Learning

✭ 33

python deep-learning policy-gradient reinforcement-learning-algorithms convolutional-neural-networks residual-networks monte-carlo-tree-search tictactoe-game double-dqn dueling-dqn async-dqn alphago-zero connect4-game a3c-agent

ludorum.js

A board game framework, focused not on graphics or user interfaces, but on artificial players design, implementation and testing.

✭ 13

javascript HTML CSS artificial-intelligence alpha-beta-pruning monte-carlo-tree-search minimax-search artificial-players board-game-framework

alpha sigma

A pytorch based Gomoku game model. Alpha Zero algorithm based reinforcement Learning and Monte Carlo Tree Search model.

✭ 134

python reinforcement-learning deep-learning deep-reinforcement-learning pytorch gomoku monte-carlo-tree-search gomoku-game pytorch-rl alphazero

alphastone

Using self-play, MCTS, and a deep neural network to create a hearthstone ai player

✭ 24

python ai deep-learning hearthstone deep-reinforcement-learning pytorch monte-carlo-tree-search alpha-zero self-play ismcts

MyAlphaGoZeroOnConnect4

My Simple Implementation of AlphaGo Zero on Connect4

✭ 16

python reinforcement-learning neural-network tensorflow keras residual-networks monte-carlo-tree-search alphago-zero connect4-game

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 monte-carlo-tree-search projects