WEBVTT 1 00:00:00.000 --> 00:00:15.000 Introduction 2 00:00:15.000 --> 00:01:15.000 Machine Learning 3 00:01:15.000 --> 00:08:11.000 Supervised Learning 4 00:08:11.000 --> 00:12:30.000 Nearest-Neighbor Classification 5 00:12:30.000 --> 00:33:19.000 Perceptron Learning 6 00:33:19.000 --> 00:39:31.000 Support Vector Machines 7 00:39:31.000 --> 00:42:37.000 Regression 8 00:42:37.000 --> 00:49:33.000 Loss Functions 9 00:49:33.000 --> 00:55:44.000 Overfitting 10 00:55:44.000 --> 00:59:42.000 Regularization 11 00:59:42.000 --> 01:09:57.000 scikit-learn 12 01:09:57.000 --> 01:13:02.000 Reinforcement Learning 13 01:13:02.000 --> 01:19:56.000 Markov Decision Processes 14 01:19:56.000 --> 01:38:54.000 Q-learning 15 01:38:54.000 --> 01:40:19.000 Unsupervised Learning 16 01:40:19.000 --> 01:45:48.000 k-means Clustering