SARSA, Q-Learning, Expected SARSA, SARSA(λ) and Double Q-learning Implementation and Analysis

Implementations of various RL and Deep RL algorithms in TensorFlow, PyTorch and Keras.

Autonomous Navigation of MAVs using Reinforcement Learning algorithms

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

This repository has RL algorithms implemented using python

A reinforcement learning framework for the game of Nim.

Solving Markov Decision Process using Value Iteration and Policy Iteration, SARSA, Expected SARSA and Q-Learning

Various fundamental reinforcement learning algorithms implemented from scratch

Reinforcement Learning (COMP 579) Project

Reversi game with multiple reinforcement learning algorithms.

Advanced RL algorithms for two simplified versions of chess. Shortest Path finds the minimal moves between two cells based on piece capabilities. Capture Pieces trains against random opponents aiming for maximal captures in set moves. Features Deep Q-Learning, Policy Iteration, TD and more.

Using deep expected sarsa with tensorflow to solve the lunar lander problem with hyperparameter tuning and results analysis

This repo contains python implementation to the cliff walking problem from RL Introduction by Sutton & Barto Example 6.6.

Implementation of Q-Learning and Expected SARSA algorithms to solve the Text-Flappy-Bird game

Neural Expect Sarsa Reinforcement Learning Agent for Snake

Implementation of TD Learning algorithms for Drone Parrot for TCS Project

An Expected SARSA RL agent created to solve the Mountain Car problem.

Compare q-learning, SARSA and Expected SARSA to solve AI gym's Taxi-v3 environment

🌍💨 Explore the Windy Gridworld! An agent navigates a 10x7 grid facing wind challenges using Q-learning, SARSA, and Expected SARSA to find optimal paths. Visualize learning stability and compare algorithm performance with running averages and zoomed insights. 🚀📊

Some of my solutions of the exercises and all my projects of the Udacity Deep Reinforcement Learning Nanodegree https://www.udacity.com/course/deep-reinforcement-learning-nanodegree--nd893