eBook - ePub

Python Machine Learning Cookbook

Name: Python Machine Learning Cookbook
ISBN: 9781786464477

Prateek Joshi,

304 pages
English
ePUB (mobile friendly)
Available on iOS & Android

eBook - ePub

Python Machine Learning Cookbook

Prateek Joshi,

About this book

100 recipes that teach you how to perform various machine learning tasks in the real world

About This Book

Understand which algorithms to use in a given context with the help of this exciting recipe-based guide
Learn about perceptrons and see how they are used to build neural networks
Stuck while making sense of images, text, speech, and real estate? This guide will come to your rescue, showing you how to perform machine learning for each one of these using various techniques

Who This Book Is For

This book is for Python programmers who are looking to use machine-learning algorithms to create real-world applications. This book is friendly to Python beginners, but familiarity with Python programming would certainly be useful to play around with the code.

What You Will Learn

Explore classification algorithms and apply them to the income bracket estimation problem
Use predictive modeling and apply it to real-world problems
Understand how to perform market segmentation using unsupervised learning
Explore data visualization techniques to interact with your data in diverse ways
Find out how to build a recommendation engine
Understand how to interact with text data and build models to analyze it
Work with speech data and recognize spoken words using Hidden Markov Models
Analyze stock market data using Conditional Random Fields
Work with image data and build systems for image recognition and biometric face recognition
Grasp how to use deep neural networks to build an optical character recognition system

In Detail

Machine learning is becoming increasingly pervasive in the modern data-driven world. It is used extensively across many fields such as search engines, robotics, self-driving cars, and more.

With this book, you will learn how to perform various machine learning tasks in different environments. We'll start by exploring a range of real-life scenarios where machine learning can be used, and look at various building blocks. Throughout the book, you'll use a wide variety of machine learning algorithms to solve real-world problems and use Python to implement these algorithms.

You'll discover how to deal with various types of data and explore the differences between machine learning paradigms such as supervised and unsupervised learning. We also cover a range of regression techniques, classification algorithms, predictive modeling, data visualization techniques, recommendation engines, and more with the help of real-world examples.

Style and approach

You will explore various real-life scenarios in this book where machine learning can be used, and learn about different building blocks of machine learning using independent recipes in the book.

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Information

Publisher

Packt Publishing

Year

2016

eBook ISBN

9781786464477

Edition

Topic

Computer Science

Subtopic

Data Processing

Index

Computer Science

Python Machine Learning Cookbook

Credits

About the Author

About the Reviewer

www.PacktPub.com

eBooks, discount offers, and more

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Preface

What this book covers

What you need for this book

Who this book is for

Sections

Getting ready

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Yes, you can access Python Machine Learning Cookbook by Prateek Joshi in PDF and/or ePUB format, as well as other popular books in Computer Science & Data Processing. We have over one million books available in our catalogue for you to explore.

Python Machine Learning Cookbook

Python Machine Learning Cookbook

About this book

Tools to learn more effectively

Information

Python Machine Learning Cookbook

Table of Contents

Table of contents

Frequently asked questions