Fundamentals of Data Science Part II: Statistical Modeling
Language: English
Published by Cayenne Canyon Press 2022-01-17, 2022
- Softcover
- New
Seller: Chiron Media, Wallingford, United KingdomChiron Media
AbeBooks seller since August 2, 2010
Condition: New
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- Title
- Fundamentals of Data Science Part II: Statistical Modeling
- Author
- Jared M Maruskin
- Publisher
- Cayenne Canyon Press 2022-01-17
- Publication year
- 2022
- Condition
- New
- Binding
- Paperback
- Language
- English
- ISBN 10
- 1941043127
- ISBN 13
- 9781941043127
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.
"Synopsis" may belong to another edition of this title.
Chiron Media
Wallingford, United Kingdom
AbeBooks seller since August 2, 2010
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