{"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\u003eBinding Type:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e O'Reilly Media\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 09\/17\/2019\u003cbr\u003e\u003cb\u003eISBN:\u003c\/b\u003e 9781492047544\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 320\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 0.52lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 7.00h x 4.25w x 0.67d","brand":"Matt Harrison","offers":[{"title":"Default Title","offer_id":36653581729948,"sku":"9781492047544","price":25.49,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0473\/0804\/6492\/products\/img_3b0fe7c6-2f3a-40a5-9856-14703260aa56.jpg?v=1603881964","url":"https:\/\/pastforward.org\/products\/machine-learning-pocket-reference-working-with-structured-data-in-python-9781492047544","provider":"Past Forward","version":"1.0","type":"link"}