Stanford CS229

2 articles

Stanford CS229 Machine Learning Course Notes (Official 2026 Syllabus) — Free Complete Reference

Free complete Stanford CS229 machine learning course notes following the official 2026 syllabus. Covers every supervised, unsupervised, and reinforcement learning topic: linear regression, GLMs, SVMs, kernels, neural networks, k-means, EM, RL. The full course reference.

The Notiq Team

June 30, 2026

Machine LearningStanford CS229

CS229 SVM Dual Formulation — Complete Derivation Notes (Lagrangian + KKT + Kernel Trick)

Complete CS229 lecture notes for the SVM dual formulation. Step-by-step derivation from the primal margin problem to the dual using Lagrange multipliers and KKT conditions, plus why the dual form is what makes the kernel trick possible.

The Notiq Team

June 4, 2026