Thoughtful Machine Learning with Python

£29.50

Thoughtful Machine Learning with Python

A Test-Driven Approach

Web programming Programming and scripting languages: general Data mining Computer science Machine learning

Author: Matthew Kirk

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Language: English

Published by: O'Reilly Media

Published on: 16th January 2017

Format: LCP-protected ePub

Size: 6 Mb

ISBN: 9781491924082


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:

What You Will Learn

  • 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

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