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Machine Learning in Action
book

Machine Learning in Action

by Peter Harrington
April 2012
Intermediate to advanced
384 pages
11h 19m
English
Manning Publications

Overview

Machine Learning in Action is unique book that blends the foundational theories of machine learning with the practical realities of building tools for everyday data analysis. You'll use the flexible Python programming language to build programs that implement algorithms for data classification, forecasting, recommendations, and higher-level features like summarization and simplification.



About the Technology


About the Book

A machine is said to learn when its performance improves with experience. Learning requires algorithms and programs that capture data and ferret out the interesting or useful patterns. Once the specialized domain of analysts and mathematicians, machine learning is becoming a skill needed by many.

Machine Learning in Action is a clearly written tutorial for developers. It avoids academic language and takes you straight to the techniques you'll use in your day-to-day work. Many (Python) examples present the core algorithms of statistical data processing, data analysis, and data visualization in code you can reuse. You'll understand the concepts and how they fit in with tactical tasks like classification, forecasting, recommendations, and higher-level features like summarization and simplification.

Readers need no prior experience with machine learning or statistical processing. Familiarity with Python is helpful.



What's Inside
  • A no-nonsense introduction
  • Examples showing common ML tasks
  • Everyday data analysis
  • Implementing classic algorithms like Apriori and Adaboos


About the Reader

Readers need no prior experience with machine learning or statistical processing. Familiarity with Python is helpful.



About the Author

Peter Harrington is a professional developer and data scientist. He holds five US patents and his work has been published in numerous academic journals.



Quotes
An approachable and useful book.
- Alexandre Alves, Oracle Corporation

Smart, engaging applications of core concepts.
- Patrick Toohey, Mettler-Toledo Hi-Speed

Great examples! Teach a computer to learn anything!
- John Griffin, Coauthor of Hibernate Search in Action

An approachable taxonomy skillfully created from the diversity of ML algorithms.
- Stephen McKamey, Isomer Innovations

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Publisher Resources

ISBN: 9781617290183Publisher SupportPublisher WebsiteErrata Page