repo for learning reinforcement learning from scratch

Reinforcement Learning Short Course

This project explores robust pathfinding solutions using both tabular and deep reinforcement learning techniques in various grid world environments. The environments include deterministic and stochastic settings, each with unique reward structures and transition dynamics.

A framework for collision probability distribution estimation via temporal difference learning

Temporal Difference Learning for the Game of 2048 (Demo)

Theories and code related to Deep learning topics involved in Reinforcement learning

Gymnasium environment for the game 2048

My Implementation of the Accelerated Gradient Temporal Difference Learning algorithm in Python

Path Planning with Reinforcement Learning algorithms in an unknown environment

tabular and deep rl algorithms

Implementation of Temporal Difference Learning algorithms, experiment featured in Towards Data Science

Pacman AI contest for COSC-241

TD-Gammon implementation

solving a simple 4*4 Gridworld almost similar to openAI gym FrozenLake using SARSA Temporal difference method Reinforcement Learning

TD-Gammon implementation

RL algorithms

Visualization of some reinforcement learning algorithms (sarsa, qlearning, monte carlo)

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

Researching the reinforcement learning algorithm of ChatGPT