Thoughtful Machine Learning with Python

A Test-Driven Approach

Nonfiction, Computers, Database Management, Data Processing, Programming, Programming Languages
Cover of the book Thoughtful Machine Learning with Python by Matthew Kirk, O'Reilly Media
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Author: Matthew Kirk ISBN: 9781491924082
Publisher: O'Reilly Media Publication: January 16, 2017
Imprint: O'Reilly Media Language: English
Author: Matthew Kirk
ISBN: 9781491924082
Publisher: O'Reilly Media
Publication: January 16, 2017
Imprint: O'Reilly Media
Language: English

Gain the confidence you need to apply machine learning in your daily work. With this practical guide, author Matthew Kirk shows you how to integrate and test machine learning algorithms in your code, without the academic subtext.

Featuring graphs and highlighted code examples throughout, the book features tests with Python’s Numpy, Pandas, Scikit-Learn, and SciPy data science libraries. If you’re a software engineer or business analyst interested in data science, this book will help you:

  • Reference real-world examples to test each algorithm through engaging, hands-on exercises
  • Apply test-driven development (TDD) to write and run tests before you start coding
  • Explore techniques for improving your machine-learning models with data extraction and feature development
  • Watch out for the risks of machine learning, such as underfitting or overfitting data
  • Work with K-Nearest Neighbors, neural networks, clustering, and other algorithms
View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart

Gain the confidence you need to apply machine learning in your daily work. With this practical guide, author Matthew Kirk shows you how to integrate and test machine learning algorithms in your code, without the academic subtext.

Featuring graphs and highlighted code examples throughout, the book features tests with Python’s Numpy, Pandas, Scikit-Learn, and SciPy data science libraries. If you’re a software engineer or business analyst interested in data science, this book will help you:

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