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simoninithomas / Deep_reinforcement_learning_Course

Star 3.9k

Implementations from the free course Deep Reinforcement Learning with Tensorflow and PyTorch

qlearning deep-learning unity tensorflow deep-reinforcement-learning pytorch tensorflow-tutorials deep-q-network actor-critic deep-q-learning ppo a2c
  • Updated May 2, 2023
  • Jupyter Notebook

pskrunner14 / trading-bot

Star 1.2k

Stock Trading Bot using Deep Q-Learning

reinforcement-learning trading-bot q-learning stock-price-prediction trading-algorithms deep-q-learning ai-agents stock-trading stock-trading-bot
  • Updated Dec 3, 2023
  • Jupyter Notebook

benedekrozemberczki / awesome-monte-carlo-tree-search-papers

Sponsor
Star 714

A curated list of Monte Carlo tree search papers with implementations.

learning machine-learning reinforcement-learning deep-learning monte-carlo machine-learning-algorithms q-learning policy-gradient reinforcement-learning-algorithms rl tree-search atari policy-evaluation monte-carlo-tree-search deep-q-learning reinforcement-learning-agent
  • Updated Jan 13, 2026
  • Python

cpnota / autonomous-learning-library

Star 657

A PyTorch library for building deep reinforcement learning agents.

reinforcement-learning deep-reinforcement-learning dqn reinforcement-learning-algorithms ddpg sac deep-q-learning deep-deterministic-policy-gradient proximal-policy-optimization ppo advantage-actor-critic a2c soft-actor-critic dqn-pytorch
  • Updated Mar 17, 2024
  • Python

MishaLaskin / curl

Star 605

CURL: Contrastive Unsupervised Representation Learning for Sample-Efficient Reinforcement Learning

deep-neural-networks reinforcement-learning deep-learning curl gpu deep-reinforcement-learning deep-learning-algorithms reinforcement-learning-algorithms deeplearning deep-q-network sac deep-q-learning reinforcement-agents deep-rl deeplearning-ai contrastive-loss off-policy contrastive-predictive-coding model-free-rl contrastive-learning
  • Updated Oct 28, 2020
  • Python

vietnh1009 / Flappy-bird-deep-Q-learning-pytorch

Star 559

Deep Q-learning for playing flappy bird game

reinforcement-learning pygame pytorch deep-q-network deep-q-learning
  • Updated Oct 7, 2021
  • Python

vietnh1009 / Tetris-deep-Q-learning-pytorch

Star 530

Deep Q-learning for playing tetris game

reinforcement-learning pytorch deep-q-network cv2 deep-q-learning
  • Updated Apr 3, 2023
  • Python

MishaLaskin / rad

Star 416

RAD: Reinforcement Learning with Augmented Data

deep-neural-networks reinforcement-learning deep-learning deep-reinforcement-learning rad deep-learning-algorithms rl codebase deep-q-network sac deep-q-learning ppo deeplearning-ai model-free off-policy dm-control data- soft-actor-critic data-augmentations mujoc
  • Updated Mar 29, 2021
  • Jupyter Notebook

navjindervirdee / 2048-deep-reinforcement-learning

Star 224

Trained A Convolutional Neural Network To Play 2048 using Deep-Reinforcement Learning

reinforcement-learning neural-network deep-reinforcement-learning q-learning convolutional-neural-networks deep-q-network deep-q-learning 2048-game
  • Updated Sep 19, 2018
  • Jupyter Notebook

MehranTaghian / DQN-Trading

Star 189

A Deep Reinforcement Learning Framework for Stock Market Trading

reinforcement-learning trading-bot deep-reinforcement-learning pytorch stock-market dqn trade deep-q-learning
  • Updated Oct 9, 2021
  • Python

songyanho / Reinforcement-Learning-for-Self-Driving-Cars

Star 155

Project on design and implement neural network that maximises driving speed of self-driving car through reinforcement learning.

python reinforcement-learning tensorflow self-driving-car convolutional-neural-networks deep-q-learning
  • Updated Jul 16, 2020
  • Python

erfanMhi / Deep-Reinforcement-Learning-CS285-Pytorch

Star 144

Solutions of assignments of Deep Reinforcement Learning course presented by the University of California, Berkeley (CS285) in Pytorch framework

python reinforcement-learning deep-learning berkeley deep-reinforcement-learning openai-gym pytorch neural-networks policy-gradient deep-q-learning mujoco model-based-rl actor-critic-algorithm model-free-rl
  • Updated Nov 21, 2022
  • Python

pokaxpoka / sunrise

Star 130

SUNRISE: A Simple Unified Framework for Ensemble Learning in Deep Reinforcement Learning

deep-neural-networks reinforcement-learning deep-learning deep-reinforcement-learning rainbow rl codebase deep-q-network sac deep-q-learning mujoco model-free off-policy dm-control soft-actor-critic
  • Updated Mar 21, 2021
  • Python

andywu0913 / OpenAI-GYM-CarRacing-DQN

Star 96

Train a DQN Agent to play CarRacing 2d using TensorFlow and Keras.

machine-learning reinforcement-learning tensorflow keras openai-gym dqn deep-q-network deep-q-learning car-racing-game
  • Updated Nov 4, 2020
  • Python

mehdiboubnan / Deep-Reinforcement-Learning-applied-to-DOOM

Star 93

DQN, DDDQN, A3C, PPO, Curiosity applied to the game DOOM

tensorflow deep-reinforcement-learning pytorch a3c vizdoom curiosity actor-critic deep-q-learning dueling-dqn ppo curiosity-driven
  • Updated Feb 8, 2021
  • Python

YuriyKolesnikov / rl-trading-binance

Star 64

Reinforcement Learning Agent for Binance Futures — realistic backtesting, CNN + D3QN + PER, and reproducible training pipeline.

reinforcement-learning quantitative-finance algorithmic-trading deep-q-learning binance dueling-dqn-pytorch rl-trading trading-bot-profit-tool per-buffer
  • Updated Aug 12, 2025
  • Python

BY571 / Munchausen-RL

Star 46

PyTorch implementation of the Munchausen Reinforcement Learning Algorithms M-DQN and M-IQN

reinforcement-learning deep-reinforcement-learning reinforcement-learning-algorithms maximum-entropy deep-q-learning temporal-differencing-learning munchausen-reinforcement-learning
  • Updated Oct 4, 2020
  • Jupyter Notebook

alok / rl_implementations

Sponsor
Star 45

Reinforcement learning algorithm implementations and ML experimentation workspace

machine-learning reinforcement-learning deep-learning deep-reinforcement-learning lstm dqn policy-gradient deep-q-network ddpg hierarchical-reinforcement-learning actor-critic reptile deep-q-learning meta-learning a2c
  • Updated Jun 8, 2019
  • Jupyter Notebook

artem-oppermann / Deep-Reinforcement-Learning

Star 38

A collection of several Deep Reinforcement Learning techniques (Deep Q Learning, Policy Gradients, ...), gets updated over time.

deep-reinforcement-learning q-learning deep-q-learning ai-agents policy-gradients open-ai-gym
  • Updated Jan 14, 2020
  • Python

NariddhKhean / Grasshopper_DQN

Star 37

Repository for CAADRIA19 Workshop: "WS.4 Deep Reinforcement Learning in Grasshopper".

machine-learning reinforcement-learning grasshopper deep-q-network deep-q-learning
  • Updated May 11, 2019
  • Python

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