{"product_id":"fundamentals-of-data-science-part-jared-m-maruskin-9781941043127","title":"Fundamentals of Data Science Part II: Statistical Modeling","description":"\u003cp\u003e\u003cstrong\u003eIn \u003c\/strong\u003e\u003cstrong\u003ePart II\u003c\/strong\u003e\u003cstrong\u003e of this series, we cover the elements of statistical modeling, focusing on: \u003c\/strong\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003e\u003cstrong\u003evalidation methodology\u003c\/strong\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cstrong\u003eprinciples of object-oriented design\u003c\/strong\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cstrong\u003elinear and logistic regression\u003c\/strong\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cstrong\u003egeneralized linear models\u003c\/strong\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cstrong\u003ecausality\u003c\/strong\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cstrong\u003etime series analysis\u003c\/strong\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cstrong\u003eBayesian statistics, including simulations in pymc3\u003c\/strong\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cstrong\u003eModeling customer lifetime values, including a detailed study of the beta-Bernoulli\/beta-binomial model, a discretized version of the classic Pareto\/NBD\u003c\/strong\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cstrong\u003ean introduction to credibility theory\u003c\/strong\u003e\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003e\u003cstrong\u003eThe theory is illustrated with simulations in Python throughout the text.\u003c\/strong\u003e\u003c\/p\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Jared M. Maruskin\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 1941043127\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9781941043127\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Cayenne Canyon Press\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 01\/17\/2022\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 356\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 1.10lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.21h x 6.14w x 0.74d","brand":"Jared M. Maruskin","offers":[{"title":"Paperback","offer_id":44044372476159,"sku":"9781941043127","price":39.95,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_8ea3d1fe-7007-43b0-9ce3-d2f611ad08e6.jpg?v=1684972473","url":"https:\/\/www.whiterainbookhouse.com\/products\/fundamentals-of-data-science-part-jared-m-maruskin-9781941043127","provider":"WR Book House","version":"1.0","type":"link"}