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You're reading from Python Machine Learning By Example Implement machine learning algorithms and techniques to build intelligent systems

Product type Paperback

Published in Feb 2019

Publisher Packt

ISBN-13 9781789616729

Length 382 pages

Edition 2nd Edition

Languages

Python

Tools

Keras

Concepts

Machine Learning

Author (1):

Yuxi (Hayden) Liu

View More author details

Table of Contents (15) Chapters

Preface

1. Section 1: Fundamentals of Machine Learning FREE CHAPTER

2. Getting Started with Machine Learning and Python

3. Section 2: Practical Python Machine Learning By Example

4. Exploring the 20 Newsgroups Dataset with Text Analysis Techniques

5. Mining the 20 Newsgroups Dataset with Clustering and Topic Modeling Algorithms

6. Detecting Spam Email with Naive Bayes

7. Classifying Newsgroup Topics with Support Vector Machines

8. Predicting Online Ad Click-Through with Tree-Based Algorithms

9. Predicting Online Ad Click-Through with Logistic Regression

10. Scaling Up Prediction to Terabyte Click Logs

11. Stock Price Prediction with Regression Algorithms

12. Section 3: Python Machine Learning Best Practices

13. Machine Learning Best Practices

14. Other Books You May Enjoy

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Section 3: Python Machine Learning Best Practices

After working on several projects in the previous chapters, you will have got a broad overview of the machine learning ecosystem. However, there will be issues once you start working on projects in the real world. In this section, you will have a chance to fullproof your learning and get ready for production by following 21 best practices throughout the entire machine learning workflow.

This section contains the following chapter:

Chapter 10, Machine Learning Best Practices

The rest of the chapter is locked

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Authors (1)

Yuxi (Hayden) Liu

Yuxi (Hayden) Liu was a Machine Learning Software Engineer at Google. With a wealth of experience from his tenure as a machine learning scientist, he has applied his expertise across data-driven domains and applied his ML expertise in computational advertising, cybersecurity, and information retrieval. He is the author of a series of influential machine learning books and an education enthusiast. His debut book, also the first edition of Python Machine Learning by Example, ranked the #1 bestseller in Amazon and has been translated into many different languages.

See other products by Yuxi (Hayden) Liu