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Table of Contents

Preface
Lab 1: Introduction to Python
Lab 2: Supervised Learning
Lab 3: Multivariate Methods
Lab 4: Dimensionality Reduction
Lab 5: Clustering
Lab 6: Nonparametric Methods
Lab 7: Decision Trees
Lab 8: Linear Discrimination
Lab 9: Neural network
Lab 10: Local Models
Lab 11: Kernel Machines
Lab 12: Hidden Markov Models
Lab 13: Reinforcement Learning
Lab 14: Applications

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By Liang Liu

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