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ai-edu

AI education materials for Chinese students, teachers and IT professionals.

async_deep_reinforce

Asynchronous Methods for Deep Reinforcement Learning

atarigail

Generative Adversarial Imitation Learning applied on Atari games: Boxing and MontezumaRevenge. Thesis project from IT University in Copenhagen.

cher

Curriculum-guided Hindsight Experience Replay (NeurIPS-2019)

dads

Code for 'Dynamics-Aware Unsupervised Discovery of Skills' (DADS). Enables skill discovery without supervision, which can be combined with model-based control.

dehrl

Diversity−Driven Extensible Hierarchical Reinforcement Learning. AAAI 2019. Oral Presentation.

gym

A toolkit for developing and comparing reinforcement learning algorithms.

gym-minigrid

Minimalistic gridworld package for OpenAI Gym

h-baselines

A repository of high-performing hierarchical reinforcement learning models and algorithms.

hierarchical-actor-critc-hac-

This repository contains the code to implement the Hierarchical Actor-Critic (HAC) algorithm.

hierarchical-attention-networks

Implementation of Hierarchical Attention Networks as presented in https://www.cs.cmu.edu/~diyiy/docs/naacl16.pdf

hierarchical-deep-reinforcement-learning

hierarchical-deep-reinforcement-learning-1

paper <<Hierarchical Deep Reinforcement Learning: Integrating Temporal Abstraction and Intrinsic Motivation>> python implementation

hierarchical-deep-rl

Hierarchical Deep Reinforcement Learning: Integrating Temporal Abstractions and Intrinsic Motivation

hierarchical-deep-rl-1

hierarchical-dqn

Hierarchical-DQN in PyTorch on MountainCar environment

hierarchical-drl-tensorflow

Hierarchical Reinforcement Learning on Space Fortress

hierarchical_il_rl

Code for hierarchical imitation learning and reinforcement learning

hrl-taxi

Solution for Taxi env using HRL (Hierarchical reinforcement learning)

hrl_dqn

Combination of the Options RL framework and DQNs

map_planner

Code for 'Mapping State Space using Landmarks for Universal Goal Reaching'.

matric-analysis

Here are some notes on matrix analysis and linear algebra.

minecraft-bc-2020

Behavioural cloning solution to MineRL2020 competition

mujoco-maze

Simple maze environments using mujoco-py

oac-explore

Code accompanying the paper "Better Exploration with Optimistic Actor Critic" (NeurIPS 2019)

parl

PARL A high-performance distributed training framework for Reinforcement Learning

pommerman-hierarchical-reinforcement-learning

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).

reinforcement-learning-an-introduction

Python Implementation of Reinforcement Learning: An Introduction

reinforcement-learning-with-pytorch

Including basic RL and DRL algorithm implemented by pytorch