{"product_id":"thoughtful-machine-learning-with-python-a-test-driven-approach-9781491924136","title":"Thoughtful Machine Learning with Python: A Test-Driven Approach","description":"\u003cp\u003e • Author(s): Matthew Kirk\u003cbr\u003e • Publisher: O'Reilly Media\u003cbr\u003e • Publisher Imprint: O'Reilly Media\u003cbr\u003e • BISAC: Languages - Python\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003eGain 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. \u003c\/p\u003e\u003cp\u003e 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: \u003c\/p\u003e\u003cul\u003e \u003cli\u003eReference real-world examples to test each algorithm through engaging, hands-on exercises \u003c\/li\u003e\n\u003cli\u003eApply test-driven development (TDD) to write and run tests before you start coding \u003c\/li\u003e\n\u003cli\u003eExplore techniques for improving your machine-learning models with data extraction and feature development \u003c\/li\u003e\n\u003cli\u003eWatch out for the risks of machine learning, such as underfitting or overfitting data \u003c\/li\u003e\n\u003cli\u003eWork with K-Nearest Neighbors, neural networks, clustering, and other algorithms \u003c\/li\u003e\n\u003c\/ul\u003e","brand":"O'Reilly Media","offers":[{"title":"Paperback","offer_id":45499528642711,"sku":"9781491924136","price":3537.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9781491924136.webp?v=1767107878","url":"https:\/\/atlanticbooks.com\/products\/thoughtful-machine-learning-with-python-a-test-driven-approach-9781491924136","provider":"Atlantic Books","version":"1.0","type":"link"}