#supervised-learning

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 CMU 07-280 Aug 22, 2026

CMU 07-280 Stage Review I: From Search Problems to Supervised Learning

Lectures 1–12 form one decision pipeline: define states, moves, and objectives, then use heuristics, losses, regularization, and backpropagation to control an otherwise intractable search space.

#cmu #ai-course #search #supervised-learning #machine-learning