{"product_id":"fundamentals-of-data-science-part-jared-m-maruskin-9781941043110","title":"Fundamentals of Data Science Part I: Inference and Experiment","description":"\u003cp\u003eIn Part I of this series, we cover basic statistical inference and experimentation, focusing on: \u003c\/p\u003e\u003cul\u003e\n\u003cli\u003ebasic statistics;\u003c\/li\u003e\n\u003cli\u003ederivation and review of key distributions and their relations;\u003c\/li\u003e\n\u003cli\u003ehypothesis testing, including an in depth power analysis for the chi-squared statistic;\u003c\/li\u003e\n\u003cli\u003eexperimentation, including A\/B tests, stratification, one- and two-factor experiments, and an introduction to bandit algorithms; \u003c\/li\u003e\n\u003cli\u003emaximum likelihood;\u003c\/li\u003e\n\u003cli\u003egradient descent;\u003c\/li\u003e\n\u003cli\u003eintroduction to survival analysis and stochastic processes, including empirical estimation of online survival and event processes.\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003eThe theory is illustrated with simulations in Python throughout the text.\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Jared M. Maruskin\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 1941043119\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9781941043110\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 04\/30\/2021\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 314\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 0.97lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.21h x 6.14w x 0.66d","brand":"Jared M. Maruskin","offers":[{"title":"Paperback","offer_id":44227912761599,"sku":"9781941043110","price":29.95,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_943978c7-8935-49a5-84dc-df4397e332db.jpg?v=1692811219","url":"https:\/\/www.whiterainbookhouse.com\/products\/fundamentals-of-data-science-part-jared-m-maruskin-9781941043110","provider":"WR Book House","version":"1.0","type":"link"}