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
Download Now Read Online

Thoughtful Machine Learning


Download Now Read Online

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


Download Now Read Online

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


Download Now Read Online

Author by : Matthew Kirk
Languange Used : en
Release Date : 2014-10-12
Publisher by : Oreilly & Associates Incorporated

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

Building Machine Learning Systems With Python Second Edition


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Author by : Luis Pedro Coelho
Languange Used : en
Release Date : 2015-03-26
Publisher by : Packt Publishing Ltd

This book primarily targets Python developers who want to learn and use Python's machine learning capabilities

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

Introduction To Machine Learning With Python


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Author by : Andreas C. Müller
Languange Used : en
Release Date : 2016-09-26
Publisher by : "O'Reilly Media, Inc."

Machine learning has become an integral part of many commercial applications and research projects, but this f

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