Machine Learning with Python for Everyone

Contents

Foreword

Preface

About the Author

I     First Steps

1   Let’s Discuss Learning

1.1     Welcome

1.2     Scope, Terminology, Prediction, and Data

1.2.1   Features

1.2.2   Target Values and Predictions

1.3     Putting the Machine in Machine Learning

1.4     Examples of Learning Systems

1.4.1   Predicting Categories: Examples of Classifiers

1.4.2   Predicting Values: Examples of Regressors

1.5     Evaluating Learning Systems

1.5.1   Correctness

1.5.2   Resource Consumption

1.6     A Process for Building Learning Systems

1.7     Assumptions and Reality of Learning

1.8     End-of-Chapter Material

1.8.1   The Road Ahead

1.8.2   Notes

2   Some Technical Background

2.1     About Our Setup

2.2     The Need for Mathematical Language

2.3     Our ...