SimPredict

SimPredict turns machine learning education into a hands-on racing experience. Instead of reading about algorithms, you build models, feed them data, and watch your predictions race against reality on iconic F1 circuits. Pick your algorithm. Tune your data. Predict the podium. Then watch a full animated race simulation unfold — and see if your model got it right. Choose from 6 ML algorithms — Linear Regression, Decision Tree, Random Forest, KNN, Naive Bayes, and Neural Network. Users don't need to understand machine learning to play—every step is explained. Essentially, this transforms abstract machine learning concepts into an intuitive experience that can be manually adjusted, verified through competitions, and repeatedly tested and refined.