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0bserver07 / Study-Reinforcement-Learning

RL study guide — foundations through RLHF, DPO, GRPO, RLVR, agentic RL, and offline RL. Hand-written CS294 notes, 19 lecture drafts, 5 tested exercises, citations that resolve.

machine-learning reinforcement-learning deep-learning q-learning policy-gradient study-notes lecture-notes ppo dpo rlhf constitutional-ai deepseek-r1 grpo llm-alignment rlvr sutton-barto agentic-rl

Updated Jul 1, 2026
Python

SaiSampathKedari / Reinforcement-Learning

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Reinforcement learning algorithms with mathematical derivations and Sutton & Barto figure reproductions.

reinforcement-learning reinforcement-learning-algorithms sutton-barto-book sutton-barto

Updated Sep 30, 2026
Jupyter Notebook

LiuDaiH / rl-study-notes

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基于 Sutton & Barto《强化学习》第2版的系统性精读笔记。MDP、贝尔曼方程、Q-learning、策略梯度 —— 专业排版 + 公式推导 + 直觉解释。

reinforcement-learning study-notes sutton-barto

Updated Jul 7, 2026
JavaScript

Luismpso / AR1

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🎯 Reinforcement Learning portfolio · 5 envs · 20+ algorithms (DP, MC, TD, SARSA, Q-Learning, REINFORCE, MCTS) + Deep RL (DQN, AlphaZero) · 71 pytest tests

reinforcement-learning deep-reinforcement-learning q-learning dqn mcts policy-gradient sarsa dynamic-programming reinforce multi-armed-bandits monte-carlo-tree-search function-approximation alphazero self-play temporal-difference sutton-barto

Updated Jun 25, 2026
Python

Hasmolam / rl-turkce-notlar

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Sutton & Barto'nun Reinforcement Learning: An Introduction kitabi uzerine ozgun Turkce calisma notlari + mobil uyumlu web okuyucu

machine-learning reinforcement-learning turkish turkce ders-notlari sutton-barto

Updated Aug 15, 2026
Python

AliValizade / RL_Projects

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Reinforcement learning implementations and experiments based on Sutton & Barto, including Blackjack, Gambler's Problem, and Multi-Armed Bandits.

python machine-learning reinforcement-learning blackjack artificial-intelligence dynamic-programming multi-armed-bandit sutton-barto gamblers-problem

Updated Sep 8, 2026
Python

SaiSampathKedari / Deep-Reinforcement-Learning

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Deep Reinforcement Learning from mathematical foundations to PyTorch implementations: rigorous proofs, step-by-step derivations of objectives and gradient estimators, and reproducible experiments on Gymnasium and MuJoCo benchmarks spanning policy gradients, actor-critic methods, value-based learning, and continuous control.

Updated Sep 30, 2026
Python

JemHRice / sutton-barto-rl

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Every algorithm from Sutton & Barto Ch 1-13 - tabular RL in NumPy, deep RL in PyTorch

reinforcement-learning pytorch gymnasium streamlit sutton-barto

Updated Jul 12, 2026
Python

Karan-Anchan / 10_Arm_Testbed

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Sutton and Barto's 10-armed bandit testbed with epsilon-greedy, optimistic initialization, and UCB, averaged over 2,000 problems.

python reinforcement-learning numpy epsilon-greedy ucb multi-armed-bandit exploration-exploitation sutton-barto

Updated Jul 24, 2026
Python

PiDelena / multi-armed-bandits

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Multi armed bandits code based on Sutton & Barto Reinforcement Learning Book

reinforcement-learning bandit-learning bandits reinforcement-learning-excercises bandit bandit-algorithms sutton-book sutton-barto-book sutton-barto

Updated Sep 26, 2026
Python

norouzir / rl-ladder

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Learn reinforcement learning by climbing one ladder of algorithms on a gridworld you own — every learner scored against the exact optimal values from dynamic programming.

reinforcement-learning numpy q-learning educational dynamic-programming sutton-barto

Updated Sep 4, 2026
Python

dokutoshi / rl-gym

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Reinforcement Learning: Gymnasium/PettingZoo (Farama), Sutton & Barto, HuggingFace RL — session material for the DS/ML Collaborative Learning Group

python reinforcement-learning q-learning gymnasium pettingzoo sutton-barto farama

Updated Aug 19, 2026
Python

danielcregg / reinforcement-learning-an-introduction

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Fork of ShangtongZhang/reinforcement-learning-an-introduction - Python implementations of algorithms from Sutton and Barto's RL textbook (2nd Edition)

python machine-learning reinforcement-learning artificial-intelligence sutton-barto

Updated Feb 20, 2026
Python

GeoffreyWang1117 / SuttonRL-Implementation

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Interactive RL learning platform: 13 chapters from Sutton & Barto, 18K+ lines, fill-in-the-blank exercises with bilingual explanations. Bandits → DP → MC → TD → Policy Gradient → DQN → PPO → SAC → MARL → RLHF

python education reinforcement-learning interactive-learning sutton-barto

Updated Nov 21, 2025
Python

MouseTrap-codes / n-armed-bandits

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n-armed bandit algorithms comparison + simulation app

python flask machine-learning reinforcement-learning plotly epsilon-greedy ucb multi-armed-bandit sutton-barto

Updated Jan 4, 2026
Python

Karan-Anchan / Windy_GridWorld_Sim

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Windy Gridworld with Q-learning, SARSA, and Expected SARSA, including learning curves and the trained agent's path.

python reinforcement-learning q-learning sarsa expected-sarsa temporal-difference windy-gridworld sutton-barto

Updated Jul 24, 2026
Python

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Here are 16 public repositories matching this topic...

0bserver07 / Study-Reinforcement-Learning

SaiSampathKedari / Reinforcement-Learning

LiuDaiH / rl-study-notes

Luismpso / AR1

Hasmolam / rl-turkce-notlar

AliValizade / RL_Projects

SaiSampathKedari / Deep-Reinforcement-Learning

JemHRice / sutton-barto-rl

Karan-Anchan / 10_Arm_Testbed

PiDelena / multi-armed-bandits

norouzir / rl-ladder

dokutoshi / rl-gym

danielcregg / reinforcement-learning-an-introduction

GeoffreyWang1117 / SuttonRL-Implementation

MouseTrap-codes / n-armed-bandits

Karan-Anchan / Windy_GridWorld_Sim

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