{"product_id":"fundamentals-of-data-science-part-ii-statistical-modeling-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\u003ePublisher:\u003c\/b\u003e Cayenne Canyon Press\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 01\/17\/2022\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 356\u003cbr\u003e\u003cb\u003eBinding Type:\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\u003cbr\u003e\u003cb\u003eISBN:\u003c\/b\u003e 9781941043127\u003cp\u003e\u003ci\u003eThis title is not returnable\u003c\/i\u003e\u003cbr\u003e\u003c\/p\u003e","brand":"Cayenne Canyon Press","offers":[{"title":"Paperback","offer_id":39829037645939,"sku":"9781941043127","price":34.95,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0555\/9255\/0515\/products\/img_a2e280f8-7e56-4cdd-9b51-6d1497318f76.jpg?v=1644606853","url":"https:\/\/bookstorenmore.com\/products\/fundamentals-of-data-science-part-ii-statistical-modeling-9781941043127","provider":"Bookstore N More","version":"1.0","type":"link"}