{"product_id":"probability-and-statistics-for-data-norman-matloff-9780367260934","title":"Probability and Statistics for Data Science: Math + R + Data","description":"\u003cp\u003e\u003cstrong\u003eProbability and Statistics for Data Science: Math + R + Data\u003c\/strong\u003e covers \"math stat\"-distributions, expected value, estimation etc.-but takes the phrase \"Data Science\" in the title quite seriously: \u003c\/p\u003e \u003cp\u003e\u003c\/p\u003e \u003cp\u003e* Real datasets are used extensively. \u003c\/p\u003e \u003cp\u003e\u003c\/p\u003e \u003cp\u003e* All data analysis is supported by R coding. \u003c\/p\u003e \u003cp\u003e\u003c\/p\u003e \u003cp\u003e* Includes many Data Science applications, such as PCA, mixture distributions, random graph models, Hidden Markov models, linear and logistic regression, and neural networks.\u003c\/p\u003e \u003cp\u003e\u003c\/p\u003e \u003cp\u003e* Leads the student to think critically about the \"how\" and \"why\" of statistics, and to \"see the big picture.\"\u003c\/p\u003e \u003cp\u003e\u003c\/p\u003e \u003cp\u003e* Not \"theorem\/proof\"-oriented, but concepts and models are stated in a mathematically precise manner.\u003c\/p\u003e \u003cp\u003e\u003c\/p\u003e \u003cp\u003ePrerequisites are calculus, some matrix algebra, and some experience in programming.\u003c\/p\u003e \u003cp\u003e\u003c\/p\u003e\u003cb\u003e \u003c\/b\u003e\u003cp\u003eNorman Matloff is a professor of computer science at the University of California, Davis, and was formerly a statistics professor there. He is on the editorial boards of the \u003ci\u003eJournal of Statistical Software \u003c\/i\u003eand \u003ci\u003eThe R Journal\u003c\/i\u003e. His book \u003ci\u003eStatistical Regression and Classification: From Linear Models to Machine Learning\u003c\/i\u003e was the recipient of the Ziegel Award for the best book reviewed in \u003ci\u003eTechnometrics\u003c\/i\u003e in 2017. He is a recipient of his university's Distinguished Teaching Award.\u003c\/p\u003e \u003cp\u003e\u003c\/p\u003e \u003cp\u003e\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Norman Matloff\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 036726093X\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9780367260934\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e CRC Press\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 06\/25\/2019\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 412\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Hardcover\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 1.70lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.30h x 6.20w x 1.10d\u003cbr\u003e\u003cbr\u003e\u003cb\u003eReview Citation(s): \u003c\/b\u003e\u003cbr\u003e\u003ci\u003eChoice\u003c\/i\u003e 09\/01\/2020","brand":"Norman Matloff","offers":[{"title":"Hardcover","offer_id":46372294754559,"sku":"9780367260934","price":200.0,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_74b5ff12-16b3-43d1-a0b4-4a144ebbac29.jpg?v=1732725551","url":"https:\/\/www.whiterainbookhouse.com\/products\/probability-and-statistics-for-data-norman-matloff-9780367260934","provider":"WR Book House","version":"1.0","type":"link"}