{"product_id":"fundamentals-of-data-science-part-ii-statistical-modeling-9781941043127","title":"Fundamentals of Data Science Part II: Statistical Modeling","description":"\u003cp\u003e • Author(s): Jared M. Maruskin\u003cbr\u003e • Publisher: Cayenne Canyon Press\u003cbr\u003e • Publisher Imprint: Cayenne Canyon Press\u003cbr\u003e • BISAC: Probability \u0026amp; Statistics - Bayesian Analysis\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\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","brand":"Atlantic Books","offers":[{"title":"Paperback","offer_id":46448092086423,"sku":"9781941043127","price":3732.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9781941043127.webp?v=1769142695","url":"https:\/\/atlanticbooks.com\/products\/fundamentals-of-data-science-part-ii-statistical-modeling-9781941043127","provider":"Atlantic Books","version":"1.0","type":"link"}