Home▸AI & Machine Learning▸Model Training Lab — Overfitting & Ridge Regularisation Playground

📈 Model Training Lab — Overfitting & Ridge Regularisation Playground

Fit a polynomial of any degree to noisy data, watch training error keep falling while validation error turns upward, then dial in ridge regularisation to pull it back.

AI & Machine Learning2DEasy60 FPS

⚙ Under the hood

Fit a polynomial of any degree to noisy data, watch training error keep falling while validation error turns upward, then dial in ridge regularisation to pull it back.

Canvas 2DOverfittingRegularizationBias-Variance TradeoffRidge Regression

2D · HTML5 Canvas 2D · 60 FPS target · runs fully client-side, no install