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

TD-Gammon implementation

Backgammon OpenAI Gym

AI bots playing Tic Tac Toe

Path Planning with Reinforcement Learning algorithms in an unknown environment

Using Q-Learning Control for path planning of mobile agents in an enviroment.

Temporal Difference Learning for the Game of 2048 (Demo)

Introduction to Reinforcement Learning in Python

A library of reinforcement learning (RL) algorithms.

Reinforcement Learning algorithms with nothing abstracted away

Foundations Of Intelligent Learning Agents (FILA) Assignments

A self-learning chess artificial intelligence

Various fundamental reinforcement learning algorithms implemented from scratch

Reinforcement Learning Notebooks

Decentralized temporal-difference reinforcement learning over randomly reshuffled topology

Gymnasium environment for the game 2048

Implemented AdaTD and compared it with other optimization methods in temporal difference learning.

Code to simulate the computational model for the manuscript 'Unsigned temporal difference errors in cortical apical dendrites during learning'

[NeurIPS 2024] Temporal-Difference Learning Using Distributed Error Signals

This repository has all the codes and sources of various RL algorithms that I have implemented.