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theorynice's Projects

alphazero_gomoku icon alphazero_gomoku

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

coding-challenges icon coding-challenges

Let's put any example code that is not p5 web editor in this repo to link from new website.

deeprl-tutorials icon deeprl-tutorials

Contains high quality implementations of Deep Reinforcement Learning algorithms written in PyTorch

drl icon drl

Deep Reinforcement Learning

drlib icon drlib

DRLib:A concise deep reinforcement learning library, integrating HER and PER for almost off policy RL algos.

dsctutorials icon dsctutorials

A few simple tutorials for dynamical systems and control. Most require Matlab.

f16 icon f16

General Dynamics F-16 for Flightgear flight simulator

gym-jsbsim icon gym-jsbsim

A reinforcement learning environment for aircraft control using the JSBSim flight dynamics model

harl icon harl

Official implementation of HARL algorithms based on PyTorch.

introrl icon introrl

Intro to Reinforcement Learning (强化学习纲要)

jsbsim_rl icon jsbsim_rl

reinforcement learning with jsbsim and open ai baselines

machine-learning-notes icon machine-learning-notes

My continuously updated Machine Learning, Probabilistic Models and Deep Learning notes and demos (2000+ slides) 我不间断更新的机器学习,概率模型和深度学习的讲义(2000+页)和视频链接

nl-fun icon nl-fun

N-Layered FeUdal Networks based on FeUdal Networks adapted to suit PySC2 observations

option_critic icon option_critic

Implementation of the Option-Critic Architecture on the Atari (ALE) environment

pytorch-a2c-ppo-acktr-gail icon pytorch-a2c-ppo-acktr-gail

PyTorch implementation of Advantage Actor Critic (A2C), Proximal Policy Optimization (PPO), Scalable trust-region method for deep reinforcement learning using Kronecker-factored approximation (ACKTR) and Generative Adversarial Imitation Learning (GAIL).

pytorch-nfsp icon pytorch-nfsp

Implementation of Deep Reinforcement Learning from Self-Play in Imperfect-Information Games (Heinrich and Silver, 2016)

reinforcement-learning icon reinforcement-learning

Implementation of Reinforcement Learning Algorithms. Python, OpenAI Gym, Tensorflow. Exercises and Solutions to accompany Sutton's Book and David Silver's course.

reinforcement_learning_ppo_rnd icon reinforcement_learning_ppo_rnd

Deep Reinforcement Learning by using Proximal Policy Optimization and Random Network Distillation in Tensorflow 2 and Pytorch with some explanation

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