Fundamentals of Data Science Part II: Statistical Modeling - Tapa blanda

Maruskin, Jared M

 
9781941043127: Fundamentals of Data Science Part II: Statistical Modeling
Tapa blanda
ISBN 10: 1941043127 ISBN 13: 9781941043127
Editorial: Cayenne Canyon Press, 2022

Sinopsis

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.



"Sinopsis" puede pertenecer a otra edición de este libro.

Editorial
Cayenne Canyon Press
Año de publicación
2022
Idioma
Inglés
ISBN 10 
1941043127
ISBN 13 
9781941043127
Encuadernación
Tapa blanda
Número de páginas
356
Contacto del fabricante
no disponible
Persona responsable
no disponible