{"product_id":"fundamentals-of-data-science-part-i-inference-and-experiment-paperback","title":"Fundamentals of Data Science Part I: Inference and Experiment - Paperback","description":"\u003cp\u003eby \u003cb\u003eJared M. Maruskin\u003c\/b\u003e (Author)\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\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\u003cdiv\u003e\n\u003cstrong\u003eNumber of Pages:\u003c\/strong\u003e 314\u003c\/div\u003e\u003cdiv\u003e\n\u003cstrong\u003eDimensions:\u003c\/strong\u003e 0.66 x 9.21 x 6.14 IN\u003c\/div\u003e\u003cdiv\u003e\n\u003cstrong\u003ePublication Date:\u003c\/strong\u003e April 30, 2021\u003c\/div\u003e","brand":"Books by splitShops","offers":[{"title":"Default Title","offer_id":47405950861490,"sku":"9781941043110","price":51.21,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0770\/3891\/1666\/files\/34bad9780daea2572f60f926626b8aee.webp?v=1778196888","url":"https:\/\/box.dadyminds.org\/products\/fundamentals-of-data-science-part-i-inference-and-experiment-paperback","provider":"DADYMINDS BOX","version":"1.0","type":"link"}