Linear Regression

Interactive linear regression — fit a line, inspect residuals, and watch formulas update live.

• Regression
• Gradient Descent
• Polynomial Regression
• Multiple Linear Regression
• Ridge / Lasso / Elastic Net
• Residual Analysis
• Learning Rate Lab

Ngerk Visualizer — interactive ML simulations in the browser.