Tabular methods for reinforcement learning

PyTorch implementation of the Q-Learning Algorithm Normalized Advantage Function for continuous control problems + PER and N-step Method

Open-zero is a research project aiming to realize the various projects of the company DeepMind

This repository contains the code for automatically generating piano fingerings using a reinforcement learning agent that uses Q-Learning.

Turn based strategy game with AI

The objective is to teach robot to find and reach the target object in the minimum number of steps and using the shortest path and avoiding any obstacles such as humans, walls, etc usinf reinforcement learning algorithms.

Two intelligent agents (cat and mouse) compete with each other to achieve their goal. Agents are trained through reinforcement learning (Q-learning).

Demonstration of Q-Learning and SARSA algorithms utilizing Python and OpenAI GYM

a Python-based platformer infused with Q-Learning and dynamic level creation from simple JSON files.

The implementation for the paper Continuous Deep Q-Learning in Optimal Control Problems: Normalized Advantage Functions Analysis // NeurIPS 2022

Q-learning application to find an optimal parking slot

Docking robot in a grid environment trained it with Q-learning

Markov decision process master thesis

This repository contains various networks implementation such as MLP, Hopfield, Kohonen, ART, LVQ1, Genetic algorithms, Adaboost and fuzzy-system, CNN with python.

This repository contains a Jupyter Notebook with an implemenation of a Q-Learning Agent, which learns to solve the n-Chain OpenAI Gym environment

In this project, we tried two different Learning Algorithms for Hierarchical RL on the Taxi-v3 environment from OpenAI gym. SMDP Q-Learning and Intra Option Q-Learning and contrasted them with two other methods that involve hardcoding based on human understanding. We conclude that the solutions learnt by machine are way superior than humans for …

The content of this repository will be inherent to the Computational Intelligence course at Polytechnic University of Turin academic year 2023/2024

50.021 Artificial Intelligence Project - Wordle Solver using Reinforcement Learning

Made with the gym package from the farama foundation, this project is an hyper detailed version of the Q-Learning reinforcement on the Frozen lake's game.