PacktLib: Learning scikit-learn: Machine Learning in Python

Learning scikit-learn: Machine Learning in Python

Credits

About the Authors

About the Reviewers

www.PacktPub.com

Preface

Machine Learning – A Gentle Introduction

Installing scikit-learn

Our first machine learning method –linear classification

Evaluating our results

Machine learning categories

Important concepts related to machine learning

Summary

Supervised Learning

Image recognition with Support Vector Machines

Text classification with Naïve Bayes

Explaining Titanic hypothesis with decision trees

Predicting house prices with regression

Summary

Unsupervised Learning

Principal Component Analysis

Clustering handwritten digits with k-means

Alternative clustering methods

Summary

Advanced Features

Feature extraction

Feature selection

Model selection

Grid search

Parallel grid search

Summary

Index