deep-reinforcement-learning

There are 2807 repositories under deep-reinforcement-learning topic.

  • Top-Deep-Learning

    Top 200 deep learning Github repositories sorted by the number of stars.

    Language:Python1.7k
  • DRL-Pytorch

    Clean, Robust, and Unified PyTorch implementation of popular Deep Reinforcement Learning (DRL) algorithms (Q-learning, Duel DDQN, PER, C51, Noisy DQN, PPO, DDPG, TD3, SAC, ASL)

    Language:Python1.7k
  • snake

    Artificial intelligence for the Snake game.

    Language:Python1.7k
  • Rainbow

    Rainbow: Combining Improvements in Deep Reinforcement Learning

    Language:Python1.6k
  • deep-rl-tensorflow

    TensorFlow implementation of Deep Reinforcement Learning papers

    Language:Python1.6k
  • awesome-deep-trading

    List of awesome resources for machine learning-based algorithmic trading

  • MARL-Algorithms

    Implementations of IQL, QMIX, VDN, COMA, QTRAN, MAVEN, CommNet, DyMA-CL, and G2ANet on SMAC, the decentralised micromanagement scenario of StarCraft II

    Language:Python1.5k
  • awesome-deep-rl

    awesome-deep-rl

    For deep RL and the future of AI.

    Language:HTML1.4k
  • noreward-rl

    [ICML 2017] TensorFlow code for Curiosity-driven Exploration for Deep Reinforcement Learning

    Language:Python1.4k
  • d3rlpy

    d3rlpy

    An offline deep reinforcement learning library

    Language:Python1.4k
  • FinRL-Meta

    FinRL­-Meta: Dynamic datasets and market environments for FinRL.

    Language:Python1.3k
  • deep-q-learning

    Minimal Deep Q Learning (DQN & DDQN) implementations in Keras

    Language:Python1.3k
  • SLM-Lab

    SLM-Lab

    Modular Deep Reinforcement Learning framework in PyTorch. Companion library of the book "Foundations of Deep Reinforcement Learning".

    Language:Python1.3k
  • pytorch-a3c

    PyTorch implementation of Asynchronous Advantage Actor Critic (A3C) from "Asynchronous Methods for Deep Reinforcement Learning".

    Language:Python1.2k
  • DI-star

    An artificial intelligence platform for the StarCraft II with large-scale distributed training and grand-master agents.

    Language:Python1.2k
  • softlearning

    Softlearning is a reinforcement learning framework for training maximum entropy policies in continuous domains. Includes the official implementation of the Soft Actor-Critic algorithm.

    Language:Python1.2k
  • PyTorch-RL

    PyTorch implementation of Deep Reinforcement Learning: Policy Gradient methods (TRPO, PPO, A2C) and Generative Adversarial Imitation Learning (GAIL). Fast Fisher vector product TRPO.

    Language:Python1.1k
  • hands-on-rl

    hands-on-rl

    Free course that takes you from zero to Reinforcement Learning PRO 🦸🏻‍🦸🏽

    Language:Jupyter Notebook1.1k
  • DeepRL-Tutorials

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

    Language:Jupyter Notebook1.1k
  • PyGame-Learning-Environment

    PyGame Learning Environment (PLE) -- Reinforcement Learning Environment in Python.

    Language:Python1k
  • btgym

    Scalable, event-driven, deep-learning-friendly backtesting library

    Language:Python988
  • MARLlib

    One repository is all that is necessary for Multi-agent Reinforcement Learning (MARL)

    Language:Python967
  • omnisafe

    omnisafe

    JMLR: OmniSafe is an infrastructural framework for accelerating SafeRL research.

    Language:Python959
  • visual-pushing-grasping

    Train robotic agents to learn to plan pushing and grasping actions for manipulation with deep reinforcement learning.

    Language:Python952
  • rl-book

    Source codes for the book "Reinforcement Learning: Theory and Python Implementation"

    Language:HTML913
  • deepdrive

    deepdrive

    Deepdrive is a simulator that allows anyone with a PC to push the state-of-the-art in self-driving

    Language:Python901
  • osim-rl

    Reinforcement learning environments with musculoskeletal models

    Language:Python901
  • awesome-diffusion-model-in-rl

    A curated list of Diffusion Model in RL resources (continually updated)

  • GibsonEnv

    Gibson Environments: Real-World Perception for Embodied Agents

    Language:C877
  • crypto-rl

    Deep Reinforcement Learning toolkit: record and replay cryptocurrency limit order book data & train a DDQN agent

    Language:Python865
  • Hands-On-Reinforcement-Learning-With-Python

    Master Reinforcement and Deep Reinforcement Learning using OpenAI Gym and TensorFlow

    Language:Jupyter Notebook839
  • pytorch-soft-actor-critic

    PyTorch implementation of soft actor critic

    Language:Python832
  • gdrl

    Grokking Deep Reinforcement Learning

    Language:Jupyter Notebook832
  • gym-gazebo

    Refer to https://github.com/AcutronicRobotics/gym-gazebo2 for the new version

    Language:Python830
  • mushroom-rl

    mushroom-rl

    Python library for Reinforcement Learning.

    Language:Python827
  • pytorch-rl

    Deep Reinforcement Learning with pytorch & visdom

    Language:Python798