You're reading from scikit-learn Cookbook Over 80 recipes for machine learning in Python with scikit-learn

Product type Paperback

Published in Dec 2025

Publisher Packt

ISBN-13 9781836644453

Length 388 pages

Edition 3rd Edition

Languages

Python

Tools

Scikit-learn

Concepts

Machine Learning

Author (1):

John Sukup

View More author details

Table of Contents (17) Chapters

Preface

1. Chapter 1: Common Conventions and API Elements of scikit-learn

2. Chapter 2: Pre-Model Workflow and Data Preprocessing FREE CHAPTER

3. Chapter 3: Dimensionality Reduction Techniques

4. Chapter 4: Building Models with Distance Metrics and Nearest Neighbors

5. Chapter 5: Linear Models and Regularization

6. Chapter 6: Advanced Logistic Regression and Extensions

7. Chapter 7: Support Vector Machines and Kernel Methods

8. Chapter 8: Tree-Based Algorithms and Ensemble Methods

9. Chapter 9: Text Processing and Multiclass Classification

10. Chapter 10: Clustering Techniques

11. Chapter 11: Novelty and Outlier Detection

12. Chapter 12: Cross-Validation and Model Evaluation Techniques

13. Chapter 13: Deploying scikit-learn Models in Production

14. Chapter 14: Unlock Your Exclusive Benefits

Unlock this Book’s Free Benefits in 3 Easy Steps

15. Index

Why subscribe?

16. Other Books You May Enjoy

Free Benefits with Your Book

This book comes with free benefits to support your learning. Activate them now for instant access (see the “How to Unlock” section for instructions).

Here’s a quick overview of what you can instantly unlock with your purchase:

PDF and ePub Copies

Next-Gen Web-Based Reader

Access a DRM-free PDF copy of this book to read anywhere, on any device.

Use a DRM-free ePub version with your favorite e-reader.

A black background with a black square

AI-generated content may be incorrect. Multi-device progress sync: Pick up where you left off, on any device.

A black background with a black square

AI-generated content may be incorrect. Highlighting and notetaking: Capture ideas and turn reading into lasting knowledge.

A black background with a black square

AI-generated content may be incorrect. Bookmarking: Save and revisit key sections whenever you need them.

A black background with a black square

AI-generated content may be incorrect. Dark mode: Reduce eye strain by switching to dark or sepia themes

How to Unlock

Scan the QR code (or go to packtpub.com/unlock). Search for this book by name, confirm the edition, and then follow the steps on the page.

Note: Keep your invoice handy. Purchases made directly from Packt don’t require an invoice.

The rest of the chapter is locked

Tech Concepts

Programming languages

Tech Tools

Unlimited access to the largest independent learning library in tech of over 8,000 expert-authored tech books and videos.

Innovative learning tools, including AI book assistants, code context explainers, and text-to-speech.

50+ new titles added per month and exclusive early access to books as they are being written.

You're reading from scikit-learn Cookbook Over 80 recipes for machine learning in Python with scikit-learn

Table of Contents (17) Chapters

Free Benefits with Your Book

How to Unlock

Authors (1)

Personalised recommendations for you

You're reading from scikit-learn Cookbook Over 80 recipes for machine learning in Python with scikit-learn

Table of Contents (17) Chapters

Free Benefits with Your Book

How to Unlock

Authors (1)

Personalised recommendations for you

Create a Free Account To Continue Reading

Sign in to activate your 7-day free access