Thoughtful Machine Learning

Ebook

Learn how to apply test-driven development (TDD) to machine-learning algorithms—and catch mistakes that could sink your analysis. In this practical guide, author Matthew Kirk takes you through the principles of TDD and machine learning, and shows you how to apply TDD to several machine-learning algorithms, including Naive Bayesian classifiers and Neural Networks.

Machine-learning algorithms often have tests baked in, but they can’t account for human errors in coding. Rather than blindly rely on machine-learning results as many researchers have, you can mitigate the risk of errors with TDD and write clean, stable machine-learning code. If you’re familiar with Ruby 2.1, you’re ready to start.

  • Apply TDD to write and run tests before you start coding
  • Learn the best uses and tradeoffs of eight machine learning algorithms
  • Use real-world examples to test each algorithm through engaging, hands-on exercises
  • Understand the similarities between TDD and the scientific method for validating solutions
  • Be aware of the risks of machine learning, such as underfitting and overfitting data
  • Explore techniques for improving your machine-learning models or data extraction
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Thoughtful Machine Learning


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Author by : Matthew Kirk
Languange Used : en
Release Date : 2014-09-26
Publisher by : "O'Reilly Media, Inc."

Learn how to apply test-driven development (TDD) to machine-learning algorithms—and catch mistakes that coul

Thoughtful Machine Learning With Python


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Author by : Matthew Kirk
Languange Used : en
Release Date : 2017-01-16
Publisher by : "O'Reilly Media, Inc."

Gain the confidence you need to apply machine learning in your daily work. With this practical guide, author M

Deep Thinking


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Author by : Garry Kasparov
Languange Used : en
Release Date : 2017-05-02
Publisher by : PublicAffairs

Garry Kasparov's 1997 chess match against the IBM supercomputer Deep Blue was a watershed moment in the histor

Test Driven Machine Learning


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Author by : Justin Bozonier
Languange Used : en
Release Date : 2015-11-27
Publisher by : Packt Publishing Ltd

Control your machine learning algorithms using test-driven development to achieve quantifiable milestones Abou

Machine Learning


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Author by : Steven W. Knox
Languange Used : en
Release Date : 2018-03-08
Publisher by : John Wiley & Sons

AN INTRODUCTION TO MACHINE LEARNING THAT INCLUDES THE FUNDAMENTAL TECHNIQUES, METHODS, AND APPLICATIONS Machin

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Author by : Dipanjan Sarkar
Languange Used : en
Release Date : 2018-01-22
Publisher by : Apress

Master the essential skills needed to recognize and solve complex problems with machine learning and deep lear

Machine Learning


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Author by : Hugh Howey
Languange Used : en
Release Date : 2017
Publisher by : Houghton Mifflin Harcourt

A collection of new and previously published stories by New York Times best-selling author Hugh Howey, includi

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