#svm

2 posts

tech Reading Harvard CS50 AI Aug 30, 2026

Harvard CS50 AI Week 4: Learning — Supervised Learning, k-NN, SVM, Reinforcement Learning Q-learning & Nim

Week 4 enters ML: supervised classification (k-NN, SVM, Perceptron), model evaluation, RL basics (MDP, Q-learning, ε-greedy). Projects: Shopping (purchase prediction with k-NN) and Nim (learning to play via Q-learning).

#harvard-cs50ai #ai #machine-learning #supervised-learning #knn #svm #reinforcement-learning #q-learning #nim #shopping #python #cs50

ai deep-dive Reading Stanford CS229 Aug 22, 2026

Support Vector Machines: Margins, Duality, and SMO

Chapter 6 formalizes classification confidence as geometric margin, then builds an implementable SVM through Lagrange duality, kernels, and SMO.

#cs229 #stanford #machine-learning #svm #optimization