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Fundamentals of Data Science : Part I: Inference and Experiment by Jared Maruskin (2021, Trade Paperback)

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About this product

Product Identifiers

PublisherCayenne Canyon Press

ISBN-101941043119

ISBN-139781941043110

eBay Product ID (ePID)16050405594

Product Key Features

Publication Year2021

SubjectGeneral

Publication NameFundamentals of Data Science : Part I: Inference and Experiment

LanguageEnglish

TypeTextbook

AuthorJared Maruskin

Subject AreaMathematics, Technology & Engineering

FormatTrade Paperback

Additional Product Features

Intended AudienceScholarly & Professional

SynopsisIn Part I of this series, we cover basic statistics, with an overview of many common distributions and their derivations, hypothesis testing, experimentation, estimation, including maximum likelihood, gradient descent, survival analysis, with an introduction to stochastic processes. The theory is illustrated with simulations in Python throughout the text., In Part I of this series, we cover basic statistical inference and experimentation, focusing on: basic statistics; derivation and review of key distributions and their relations; hypothesis testing, including an in depth power analysis for the chi-squared statistic; experimentation, including A/B tests, stratification, one- and two-factor experiments, and an introduction to bandit algorithms; maximum likelihood; gradient descent; introduction to survival analysis and stochastic processes, including empirical estimation of online survival and event processes. The theory is illustrated with simulations in Python throughout the text.