{"product_id":"fundamentals-of-data-science-part-i-inference-and-experiment-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 \u003ca href=\"https:\/\/sureshotbooks-com.myshopify.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=AUTH-6489547\"\u003eJared M. Maruskin\u003c\/a\u003e\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Cayenne Canyon Press\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 04\/30\/2021\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 314\u003cbr\u003e\u003cb\u003eBinding Type:\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\u003cbr\u003e\u003cb\u003eISBN13:\u003c\/b\u003e 9781941043110\u003cbr\u003e\u003cb\u003eISBN10:\u003c\/b\u003e 1941043119\u003cbr\u003e\u003cb\u003eBISAC Categories:\u003c\/b\u003e\u003cbr\u003e- \u003ca href=\"https:\/\/sureshotbooks-com.myshopify.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=CAT-MAT\"\u003eMathematics\u003c\/a\u003e | \u003ca href=\"https:\/\/sureshotbooks-com.myshopify.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=BISAC-MAT029000\"\u003eProbability \u0026amp; Statistics | General\u003c\/a\u003e\u003cbr\u003e- \u003ca href=\"https:\/\/sureshotbooks-com.myshopify.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=CAT-COM\"\u003eComputers\u003c\/a\u003e | \u003ca href=\"https:\/\/sureshotbooks-com.myshopify.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=BISAC-COM018000\"\u003eData Science | General\u003c\/a\u003e\u003cbr\u003e\u003cp\u003e\u003ci\u003eThis title is not returnable\u003c\/i\u003e\u003cbr\u003e\u003c\/p\u003e","brand":"Cayenne Canyon Press","offers":[{"title":"Default Title","offer_id":44701582196973,"sku":"9781941043110","price":47.42,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0550\/8097\/6621\/products\/img_058618f1-296b-49ca-a9c1-49dfad363bc1.jpg?v=1703872911","url":"https:\/\/sureshotbooks.com\/es\/products\/fundamentals-of-data-science-part-i-inference-and-experiment-9781941043110","provider":"SureShot Books Publishing LLC","version":"1.0","type":"link"}