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Fundamentals of Data Science Part II

Statistical Modeling

Language EnglishEnglish
Book Paperback
Book Fundamentals of Data Science Part II Jared M Maruskin
Libristo code: 38475238
Publishers Cayenne Canyon Press, January 2022
In Part II of this series, we cover the elements of statistical modeling, focusing on:validation met... Full description
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In Part II of this series, we cover the elements of statistical modeling, focusing on:

  • validation methodology
  • principles of object-oriented design
  • linear and logistic regression
  • generalized linear models
  • causality
  • time series analysis
  • Bayesian statistics, including simulations in pymc3
  • Modeling customer lifetime values, including a detailed study of the beta-Bernoulli/beta-binomial model, a discretized version of the classic Pareto/NBD
  • an introduction to credibility theory

The theory is illustrated with simulations in Python throughout the text.



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About the book

Full name Fundamentals of Data Science Part II
Author Jared M Maruskin
Language English
Binding Book - Paperback
Date of issue 2022
Number of pages 356
EAN 9781941043127
ISBN 1941043127
Libristo code 38475238
Publishers Cayenne Canyon Press
Weight 550
Dimensions 233 x 157 x 23

Categories

Mathematics & Science > Mathematics > Probability & statistics > Bayesian inference
Computing & Information Technology > Computer science
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