Fundamentals of Data Science Part II: Statistical Modeling

Maruskin, Jared M

ISBN 10: 1941043127 / ISBN 13: 9781941043127

Edité par Cayenne Canyon Press, 2022

Print on Demand. N° de réf. du vendeur 402478763

Synopsis :

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.

Détails bibliographiques

Titre : Fundamentals of Data Science Part II: ...
Éditeur : Cayenne Canyon Press
Date d'édition : 2022
Reliure : Couverture souple
Etat : New