Race track
🚗

Race track

Time
📅 2022📍Vienna, Austria 🎓 TU Wien
git
🐱 github
Comment
Using reinforcement learning to find the best path to take with a car
Tags
python
machine learning
reinforcement learning

Context

This project have been conducted in a group of 3 for a lecture at TU Wien. The goal was to apply machine learning techniques.

Project

In this project, we solve the problem of finding the optimal (fastest) trajectory a car can take in a curve. We use a Monte-Carlo approach for optimizing the reinforcement learning formulation of the problem. In other words, we simulate a racing car and reward it choices based on the time it took to reach the finish line. The goal of the model was to maximize this reward !
notion image
notion image
This video illustrates how the different generations of paths looks like.
Video preview