Home▸Data Science & Statistics▸Regression Visualizer: Linear, Polynomial & Regularization

📈 Regression Visualizer: Linear, Polynomial & Regularization

Fit noisy data live with real least-squares regression. Slide the polynomial degree to see underfitting and overfitting, then apply Ridge or Lasso regularization and watch the classic bias-variance test-error curve unfold.

Data Science & Statistics2DModerate60 FPS

⚙ Under the hood

Fit noisy data live with real least-squares regression — slide the polynomial degree to see under/overfitting, then apply Ridge or Lasso and watch the bias-variance test-error curve unfold.

regressionpolynomial-regressionoverfittingridge-regressionlasso-regressionbias-variance-tradeoff

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