Linear Regression (+ Polynomial)
Phase: 1 | Status: ✅ Complete | Prerequisites: Linear Algebra, Calculus
Overview
Least squares, projection, normal equation, gradient descent, polynomial features
Contents
| File | Type | Description |
|---|---|---|
theory.md |
Theory | Pure concepts, definitions, derivations |
first_principles.ipynb |
Computation | WHY→WHAT→HOW→BUILD→VERIFY→CONNECTIONS |
exercises.ipynb |
Practice | Hand-calc, coding, conceptual problems |
Connections
- Prereqs: Linear Algebra, Calculus
- Next: 02 Gradient Descent, 03 Regularization, 04 Logistic Regression