{"product_id":"machine-learning-pocket-reference-working-with-structured-data-in-python-9781492047544","title":"Machine Learning Pocket Reference: Working with Structured Data in Python","description":"\u003cp\u003eWith detailed notes, tables, and examples, this handy reference will help you navigate the basics of structured machine learning. Author Matt Harrison delivers a valuable guide that you can use for additional support during training and as a convenient resource when you dive into your next machine learning project.\u003c\/p\u003e\u003cp\u003eIdeal for programmers, data scientists, and AI engineers, this book includes an overview of the machine learning process and walks you through classification with structured data. You'll also learn methods for clustering, predicting a continuous value (regression), and reducing dimensionality, among other topics.\u003c\/p\u003e\u003cp\u003eThis pocket reference includes sections that cover: \u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eClassification, using the Titanic dataset\u003c\/li\u003e\n\u003cli\u003eCleaning data and dealing with missing data\u003c\/li\u003e\n\u003cli\u003eExploratory data analysis\u003c\/li\u003e\n\u003cli\u003eCommon preprocessing steps using sample data\u003c\/li\u003e\n\u003cli\u003eSelecting features useful to the model\u003c\/li\u003e\n\u003cli\u003eModel selection\u003c\/li\u003e\n\u003cli\u003eMetrics and classification evaluation\u003c\/li\u003e\n\u003cli\u003eRegression examples using k-nearest neighbor, decision trees, boosting, and more\u003c\/li\u003e\n\u003cli\u003eMetrics for regression evaluation\u003c\/li\u003e\n\u003cli\u003eClustering\u003c\/li\u003e\n\u003cli\u003eDimensionality reduction\u003c\/li\u003e\n\u003cli\u003eScikit-learn pipelines\u003c\/li\u003e\n\u003c\/ul\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e \u003ca href=\"https:\/\/correctionsbookstore.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=AUTH-4668922\"\u003eMatt Harrison\u003c\/a\u003e\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e O'Reilly Media\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 09\/24\/2019\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 320\u003cbr\u003e\u003cb\u003eBinding Type:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 0.52lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 7.00h x 4.25w x 0.67d\u003cbr\u003e\u003cb\u003eISBN13:\u003c\/b\u003e 9781492047544\u003cbr\u003e\u003cb\u003eISBN10:\u003c\/b\u003e 1492047546\u003cbr\u003e\u003cb\u003eBISAC Categories:\u003c\/b\u003e\u003cbr\u003e- \u003ca href=\"https:\/\/correctionsbookstore.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=CAT-COM\"\u003eComputers\u003c\/a\u003e | \u003ca href=\"https:\/\/correctionsbookstore.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=BISAC-COM012050\"\u003eImage Processing\u003c\/a\u003e\u003cbr\u003e- \u003ca href=\"https:\/\/correctionsbookstore.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=CAT-COM\"\u003eComputers\u003c\/a\u003e | \u003ca href=\"https:\/\/correctionsbookstore.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=BISAC-COM042000\"\u003eArtificial Intelligence | Natural Language Processing\u003c\/a\u003e\u003cbr\u003e- \u003ca href=\"https:\/\/correctionsbookstore.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=CAT-COM\"\u003eComputers\u003c\/a\u003e | \u003ca href=\"https:\/\/correctionsbookstore.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=BISAC-COM044000\"\u003eData Science | Neural Networks\u003c\/a\u003e\u003cbr\u003e\u003cbr\u003e\u003cp\u003e\u003cb\u003eAbout the Author\u003c\/b\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003eMatt runs MetaSnake, a Python and Data Science training and consulting company. He has over 15 years of experience using Python across a breadth of domains: Data Science, BI, Storage, Testing and Automation, Open Source Stack Management, and Search.\u003c\/p\u003e","brand":"O'Reilly Media","offers":[{"title":"Default Title","offer_id":45876728332463,"sku":"9781492047544","price":29.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0651\/9255\/8767\/files\/img_de3ce2b2-4d3d-46ff-9821-b21c42f08db7.jpg?v=1757694617","url":"https:\/\/www.correctionsbookstore.com\/es\/products\/machine-learning-pocket-reference-working-with-structured-data-in-python-9781492047544","provider":"Corrections Bookstore ","version":"1.0","type":"link"}