Fundamentals Of Data Science Part Ii: St
Language: English
Published by Cayenne Canyon Press, 2022
- Softcover
- Used
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- Title
- Fundamentals Of Data Science Part Ii: St
- Author
- Maruskin, Jared, M
- Publisher
- Cayenne Canyon Press
- Publication year
- 2022
- Condition
- As New
- Binding
- Soft cover
- 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.
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