{"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","brand":"Cayenne Canyon Press","offers":[{"title":"Default Title","offer_id":50448456155410,"sku":"9781941043110","price":31.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0831\/4771\/8930\/files\/img_a9b8e2ee-a1c4-4282-8724-981051b25382.jpg?v=1729735289","url":"https:\/\/surprise-castle.myshopify.com\/products\/fundamentals-of-data-science-part-i-inference-and-experiment-9781941043110","provider":"Surprise Castle","version":"1.0","type":"link"}