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10707-deep-learning-project

Deep Learning Course Project

alphazero_gomoku

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

arena-baselines

Arena: A General Evaluation Platform and Building Toolkit for Multi-Agent Intelligence

averaged_dqn

awesome-game-ai

Awesome Game AI materials of Multi-Agent Reinforcement Learning

baselines

OpenAI Baselines: high-quality implementations of reinforcement learning algorithms

big2_ppoalgorithm

Application of proximal policy information algorithm to the card game Big 2

cfr

Monte Carlo Conterfactual Regret Minimization for imperfect information games

cfrplusmatrix

chess-alpha-zero

Chess reinforcement learning by AlphaGo Zero methods.

commnet

Neural network model, suitable for multi-agent learning. https://arxiv.org/abs/1605.07736

coordination

Multi-agent deep reinforcement learning with OpenAI Gym

coursera-ml-andrewng-notes

吴恩达老师的机器学习课程个人笔记

d2l-zh

《动手学深度学习》：面向中文读者、能运行、可讨论。中英文版被全球175所大学采用教学。

deep-cfr

Scalable Implementation of Deep CFR and Single Deep CFR

deep-learning-in-python

Hands-on, practical knowledge of how to use neural networks and deep learning with Keras 2.0

deep-reinforcement-learning-algorithms-with-pytorch

PyTorch implementations of deep reinforcement learning algorithms and environments

deeplearning_ai_books

deeplearning.ai（吴恩达老师的深度学习课程笔记及资源）

deeprl-agents

A set of Deep Reinforcement Learning Agents implemented in Tensorflow.

deeprl_dist

State-of-the-art deep RL algorithms for multi-agent learning under limited communication.

dm_control

The DM Control Suite and Package is a tool for developing and testing reinforcement learning agents for the MuJoCo physics engine.

douzero

[ICML 2021] DouZero: Mastering DouDizhu with Self-Play Deep Reinforcement Learning | 斗地主AI

dqn-atari-tensorflow

Simplest Version of playing Atari with Deep Q Learning in Tensorflow

football

ga3c

Hybrid CPU/GPU implementation of the A3C algorithm for deep reinforcement learning.

hindsight-experience-replay

Hindsight Experience Replay - Bit flipping experiment in Tensorflow

introrl

Intro to Reinforcement Learning (强化学习纲要）

maddpg

msc

MSC: A Dataset for Macro-Management in StarCraft II

multiagent-particle-envs