deep-reinforcement-learning

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eriklindernoren / ML-From-Scratch

Machine Learning From Scratch. Bare bones NumPy implementations of machine learning models and algorithms with a focus on accessibility. Aims to cover everything from linear regression to deep learning.

data-science machine-learning data-mining deep-learning genetic-algorithm deep-reinforcement-learning machine-learning-from-scratch

Updated Oct 15, 2023
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evilsocket / pwnagotchi

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(⌐■_■) - Deep Reinforcement Learning instrumenting bettercap for WiFi pwning.

ai deep-learning deep-reinforcement-learning wpa-psk bettercap deep-neural-network handshakes

Updated Mar 31, 2025
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google / trax

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Trax — Deep Learning with Clear Code and Speed

machine-learning reinforcement-learning deep-learning numpy deep-reinforcement-learning transformer jax

Updated Apr 10, 2025
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vwxyzjn / cleanrl

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High-quality single file implementation of Deep Reinforcement Learning algorithms with research-friendly features (PPO, DQN, C51, DDPG, TD3, SAC, PPG)

python machine-learning reinforcement-learning deep-learning deep-reinforcement-learning pytorch gym atari actor-critic ale proximal-policy-optimization ppo advantage-actor-critic a2c wandb phasic-policy-gradient

Updated Apr 8, 2025
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yenchenlin / DeepLearningFlappyBird

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Flappy Bird hack using Deep Reinforcement Learning (Deep Q-learning).

game deep-learning deep-reinforcement-learning

Updated Aug 7, 2024
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sweetice / Deep-reinforcement-learning-with-pytorch

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PyTorch implementation of DQN, AC, ACER, A2C, A3C, PG, DDPG, TRPO, PPO, SAC, TD3 and ....

algorithm deep-learning deep-reinforcement-learning pytorch dqn policy-gradient sarsa resnet a3c reinforce sac alphago actor-critic trpo ppo a2c actor-critic-algorithm td3

Updated Mar 24, 2023
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ikostrikov / pytorch-a2c-ppo-acktr-gail

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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).

Updated May 29, 2022
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rlcode / reinforcement-learning

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Minimal and Clean Reinforcement Learning Examples

machine-learning reinforcement-learning deep-learning deep-reinforcement-learning dqn policy-gradient a3c deep-q-network actor-critic

Updated Mar 24, 2023
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LLMBook-zh / LLMBook-zh.github.io

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《大语言模型》作者：赵鑫，李军毅，周昆，唐天一，文继荣

nlp natural-language-processing deep-neural-networks deep-learning deep-reinforcement-learning artificial-intelligence pretrained-models language-model fine-tuning large-language-models

Updated Mar 31, 2025
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tensorforce / tensorforce

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Tensorforce: a TensorFlow library for applied reinforcement learning

control reinforcement-learning tensorflow deep-reinforcement-learning tensorflow-library system-control tensorforce

Updated Jul 31, 2024
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ShangtongZhang / DeepRL

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Modularized Implementation of Deep RL Algorithms in PyTorch

deep-reinforcement-learning rainbow pytorch dqn ddpg double-dqn dueling-network-architecture quantile-regression option-critic-architecture deeprl categorical-dqn ppo a2c prioritized-experience-replay option-critic td3

Updated Apr 16, 2024
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datamllab / rlcard

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Reinforcement Learning / AI Bots in Card (Poker) Games - Blackjack, Leduc, Texas, DouDizhu, Mahjong, UNO.

game mahjong reinforcement-learning ai poker card-games blackjack deep-reinforcement-learning openai-gym multi-agent card-game uno texas game-bot game-ai poker-game doudizhu gym-environment

Updated Jun 26, 2024
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seungeunrho / minimalRL

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Implementations of basic RL algorithms with minimal lines of codes! (pytorch based)

machine-learning reinforcement-learning deep-learning simple deep-reinforcement-learning pytorch dqn a3c reinforce ddpg sac acer ppo a2c policy-gradients

Updated Apr 22, 2023
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werner-duvaud / muzero-general

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MuZero

machine-learning reinforcement-learning deep-learning neural-network deep-reinforcement-learning python3 pytorch gym mcts rl tensorboard residual-network monte-carlo-tree-search self-learning alphago model-based-rl alphazero muzero muzero-general

Updated Sep 3, 2024
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DLR-RM / rl-baselines3-zoo

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A training framework for Stable Baselines3 reinforcement learning agents, with hyperparameter optimization and pre-trained agents included.

reinforcement-learning robotics optimization lab deep-reinforcement-learning pytorch openai gym hyperparameter-optimization rl sde hyperparameter-tuning hyperparameter-search pybullet stable-baselines pybullet-environments tuning-hyperparameters

Updated Apr 23, 2025
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XinJingHao / DRL-Pytorch

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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)

machine-learning reinforcement-learning asl deep-reinforcement-learning q-learning pytorch ddpg sac double-dqn c51 dueling-dqn categorical-dqn ppo prioritized-experience-replay noisynet-dqn td3