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portada Fundamentals of Data Science Part i: Inference and Experiment
Type
Physical Book
Year
2021
Language
English
Pages
314
Format
Paperback
ISBN13
9781941043110

Fundamentals of Data Science Part i: Inference and Experiment

Jared M Maruskin (Author) · Cayenne Canyon Press · Paperback

Fundamentals of Data Science Part i: Inference and Experiment - Jared M Maruskin

New Book Imported to South Africa
Delivery: 16 Oct - 26 Oct Shipping: 5 to 6 business days.
R 646
R 646

Synopsis "Fundamentals of Data Science Part i: Inference and Experiment "

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.

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