Learning - Lecture 4 - CS50’s Introduction to Artificial Intelligence with Python

00:00:00 - Introduction 00:00:15 - Machine Learning 00:01:15 - Supervised Learning 00:08:11 - Nearest-Neighbor Classification 00:12:30 - Perceptron Learning 00:33:19 - Support Vector Machines 00:39:31 - Regression 00:42:37 - Loss Functions 00:49:33 - Overfitting 00:55:44 - Regularization 00:59:42 - scikit-learn 01:09:57 - Reinforcement Learning 01:13:02 - Markov Decision Processes 01:19:56 - Q-learning 01:38:54 - Unsupervised Learning 01:40:19 - k-means Clustering