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omerbsezer /Reinforcement_learning_tutorial_with_demo

Reinforcement Learning Tutorial with Demo: DP (Policy and Value Iteration), Monte Carlo, TD Learning (SARSA, QLearning), Function Approximation, Policy Gradient, DQN, Imitation, Meta Learning, Papers, Courses, etc..

machine-learning tutorial reinforcement-learning deep-reinforcement-learning q-learning pomdps policy-gradient sarsa a3c dynamic-programming imitation-learning dyna td-learning actor-critic meta-learning

UpdatedJan 22, 2019
Jupyter Notebook

sshkhr /Practical_RL

My solutions to Yandex Practical Reinforcement Learning course in PyTorch and Tensorflow

reinforcement-learning tensorflow deep-reinforcement-learning pytorch policy-gradient evolutionary-algorithms markov-decision-processes td-learning monte-carlo-sampling bandit-algorithms

UpdatedDec 22, 2021
Jupyter Notebook

dellalibera /gym-backgammon

Backgammon OpenAI Gym

game reinforcement-learning openai-gym artificial-intelligence gym backgammon td-learning td-gammon temporal-differencing-learning openai-gym-environment self-play gym-env backgammon-game gym-backgammon

UpdatedMay 16, 2024
Python

OneRaynyDay /RLEngine

A simple reinforcement learning simulation engine for OpenAI's gym.

reinforcement-learning qlearning monte-carlo sarsa td-learning

UpdatedOct 3, 2018
Python

moripiri /Reinforcement-Learning-on-FrozenLake

Reinforcement Learning Algorithms in FrozenLake-v1

reinforcement-learning monte-carlo openai-gym q-learning reinforcement-learning-algorithms sarsa reinforce policy-iteration value-iteration td-learning actor-critic sarsa-lambda frozenlake frozenlake-v0 dyna-q sutton-gridworld monte-carlo-control sutton-barto-book

UpdatedFeb 4, 2025
Jupyter Notebook

makaveli10 /reinforcementLearning

Reinforcement Learning - Implementation of Exercises, algorithms from the book Sutton Barto and David silver's RL course in Python, OpenAI Gym.

machine-learning reinforcement-learning q-learning dqn sarsa dynamic-programming random-walk td-learning monte-carlo-methods double-dqn prioritized-experience-replay sutton-gambler experience-replay q-learning-vs-sarsa sutton-gridworld dqn-pytorch model-free-rl david-silver-course n-step-bootstrapping n-step-sarsa

UpdatedMay 3, 2020
Jupyter Notebook

shiivashaakeri /Data-Driven-MPC-Linear-Systems-RL

Z. Sun, Q. Wang, J. Pan and Y. Xia, "Data-Driven MPC for Linear Systems using Reinforcement Learning," 2021 China Automation Congress (CAC), Beijing, China, 2021, pp. 394-399, doi: 10.1109/CAC53003.2021.9728233.

reinforcement-learning data-driven model mpc td-learning model-predictive-control model-predictive-controller data-driven-control

UpdatedJan 25, 2024
Python

tirthajyoti /RL_basics

Basic Reinforcement Learning algorithms

machine-learning reinforcement-learning machine-learning-algorithms q-learning artificial-intelligence policy-iteration value-iteration td-learning temporal-differencing-learning

UpdatedJun 6, 2019
Jupyter Notebook

imraviagrawal /Reinforcement-Learning-Implementation

Implementation of Reinforcement Algorithms from scratch

reinforcement-learning q-learning cartpole mountain-car sarsa gridworld reinforce td-learning cross-entropy sarsa-lambda blackbox-optimization gridworld-environment actor-critic-algorithm cross-entropy-policy-search cartpole-environment reinforcement-algorithms q-learning-lambda

UpdatedDec 6, 2018
Python

wjaskowski /mastering-2048

An efficient reinforcement learning algorithm for learning a strategy for game 2048

reinforcement-learning reinforcement-learning-algorithms 2048 ntuples td-learning

UpdatedMar 4, 2017
Java

PierpaoloLucarelli /QLearningMaze

Implementation of Q-Learning using TD error to navigate a maze avoiding obstacles and a moving enemy

python reinforcement-learning maze q-learning pathfinding td-learning multiagent-reinforcement-learning td-error

UpdatedMar 4, 2018
Python

sean85914 /rl_pnp

reinforcement-learning deep-q-network td-learning ros-kinetic pick-and-place bin-picking

UpdatedJan 16, 2021
C++

Breakend /SarsaVsExpectedSarsa

An a bias-variance tradeoff of Sarsa vs. Expected Sarsa with experiments.

reinforcement-learning sarsa expected-sarsa bias-variance td-learning

UpdatedFeb 10, 2017
Jupyter Notebook

srnand /Reinforcement-Learning-using-OpenAI-Gym

Reinforcement Learning algorithms SARSA, Q-Learning, DQN, for Classical and MuJoCo Environments and testing them with OpenAI Gym.

reinforcement-learning openai-gym q-learning dqn mountain-car sarsa td-learning cartpole-v0 td-lambda

UpdatedAug 1, 2018
Jupyter Notebook

mobeets /value-rnn-td

train an RNN to estimate value in a POMDP using TD learning

pytorch rnn td-learning pomdp

UpdatedOct 16, 2023
Python

nicoleorzan /kite-power

Optimizing Ariborne Energy Production with Reinforcement Learning✈️

machine-learning control reinforcement-learning sarsa td-learning kite wind-energy awe airborne wind-energy-harvesting ariborne-wind-energy

UpdatedMar 26, 2025
Jupyter Notebook

harmanpreet93 /reinforcement-learning

Reinforcement Learning algorithms

reinforcement-learning q-learning sarsa rl function-approximation td-learning bandit

UpdatedApr 7, 2020
Jupyter Notebook

noahzemlin /PyOnitama

Onitama Board Game Simulator with Reinforcement Learning opponents (CS 5033)

machine-learning q-learning pygame td-learning onitama

UpdatedNov 5, 2019
Python

worldofnick /pacman-AI

Implementation of reinforcement learning algorithms to solve pacman game. Part of CS188 AI course from UC Berkeley.

q-learning a-star particle-filter breadth-first-search alpha-beta-pruning bayes-network depth-first-search minimax-search td-learning expectimax ucs

UpdatedApr 25, 2017
Python

hank891008 /Selected-Topics-in-Reinforcement-Learning

NYCU 強化學習專論 Selected Topics in Reinforcement Learning Fall 2023

reinforcement-learning deep-reinforcement-learning pytorch dqn ddpg td-learning td3 stable-baselines3

UpdatedApr 19, 2024
Python

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