q-learning

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

UpdatedJun 11, 2025
Python

AminHP /gym-anytrading

Star2.4k

The most simple, flexible, and comprehensive OpenAI Gym trading environment (Approved by OpenAI Gym)

reinforcement-learning trading openai-gym q-learning forex dqn trading-algorithms stocks gym-environments trading-environments

UpdatedMar 14, 2024
Python

vmayoral /basic_reinforcement_learning

Star1.2k

An introductory series to Reinforcement Learning (RL) with comprehensive step-by-step tutorials.

tutorial reinforcement-learning ai deep-learning openai-gym q-learning artificial-intelligence neural-networks deeplearning

UpdatedJul 14, 2023
Jupyter Notebook

pskrunner14 /trading-bot

Star1.1k

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

UpdatedDec 3, 2023
Jupyter Notebook

sudharsan13296 /Hands-On-Reinforcement-Learning-With-Python

Star862

Master Reinforcement and Deep Reinforcement Learning using OpenAI Gym and TensorFlow

reinforcement-learning monte-carlo deep-reinforcement-learning openai-gym q-learning deep-learning-algorithms policy-gradient sarsa deep-q-network markov-decision-processes asynchronous-advantage-actor-critic double-dqn trpo dueling-dqn deep-deterministic-policy-gradient ppo deep-recurrent-q-network drqn hindsight-experience-replay policy-gradients

UpdatedOct 7, 2020
Jupyter Notebook

omerbsezer /Reinforcement_learning_tutorial_with_demo

Star778

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

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

Sponsor

Star689

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

UpdatedMar 16, 2024
Python

mpatacchiola /dissecting-reinforcement-learning

Star623

Python code, PDFs and resources for the series of posts on Reinforcement Learning which I published on my personal blog

reinforcement-learning genetic-algorithm markov-chain deep-reinforcement-learning q-learning neural-networks mountain-car sarsa multi-armed-bandit inverted-pendulum actor-critic temporal-differencing-learning drone-landing dissecting-reinforcement-learning

UpdatedMay 2, 2023
Python

glample /Arnold

Star532

Arnold - DOOM Agent

reinforcement-learning neural-network q-learning artificial-intelligence doom doom-2 self-playing vizdoom-competition

UpdatedJan 20, 2022
Python

sichkar-valentyn /Reinforcement_Learning_in_Python

Star503

Implementing Reinforcement Learning, namely Q-learning and Sarsa algorithms, for global path planning of mobile robot in unknown environment with obstacles. Comparison analysis of Q-learning and Sarsa

reinforcement-learning q-learning path-planning rl-agents reinforcement-learning-algorithms sarsa maze-algorithms obstacle-avoidance maze-solver shortest-path rl-playground sarsa-learning sarsa-search rl-emulator rl-environment rl-algorithms rl-experiments rl-qlearning q-learning-vs-sarsa rl-sarsa

UpdatedApr 25, 2022
Python

VinF /deer

Star488

DEEp Reinforcement learning framework

deep-reinforcement-learning q-learning policy-gradient

UpdatedJun 25, 2025
Python

AndreaVidali /Deep-QLearning-Agent-for-Traffic-Signal-Control

Sponsor

Star479

A framework where a deep Q-Learning Reinforcement Learning agent tries to choose the correct traffic light phase at an intersection to maximize traffic efficiency.

deep-reinforcement-learning q-learning traffic sumo traffic-signal traffic-light-controller