{"product_id":"thoughtful-machine-learning-a-test-driven-approach-9781449374068","title":"Thoughtful Machine Learning: 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: Programming - Algorithms\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003eLearn 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. \u003c\/p\u003e\u003cp\u003e 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. \u003c\/p\u003e\u003cul\u003e \u003cli\u003eApply TDD to write and run tests before you start coding \u003c\/li\u003e\n\u003cli\u003eLearn the best uses and tradeoffs of eight machine learning algorithms \u003c\/li\u003e\n\u003cli\u003eUse real-world examples to test each algorithm through engaging, hands-on exercises \u003c\/li\u003e\n\u003cli\u003eUnderstand the similarities between TDD and the scientific method for validating solutions \u003c\/li\u003e\n\u003cli\u003eBe aware of the risks of machine learning, such as underfitting and overfitting data \u003c\/li\u003e\n\u003cli\u003eExplore techniques for improving your machine-learning models or data extraction \u003c\/li\u003e\n\u003c\/ul\u003e","brand":"Atlantic Books","offers":[{"title":"Paperback","offer_id":46497346551959,"sku":"9781449374068","price":4228.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9781449374068.webp?v=1769189368","url":"https:\/\/atlanticbooks.com\/products\/thoughtful-machine-learning-a-test-driven-approach-9781449374068","provider":"Atlantic Books","version":"1.0","type":"link"}