Fundamentals of Data Science Part I: Inference and Experiment - Tapa blanda

Maruskin, Jared M

 
9781941043110: Fundamentals of Data Science Part I: Inference and Experiment
Tapa blanda
ISBN 10: 1941043119 ISBN 13: 9781941043110
Editorial: Cayenne Canyon Press, 2021

Sinopsis

In Part I of this series, we cover basic statistical inference and experimentation, focusing on: 

  • basic statistics;
  • derivation and review of key distributions and their relations;
  • hypothesis testing, including an in depth power analysis for the chi-squared statistic;
  • experimentation, including A/B tests, stratification, one- and two-factor experiments, and an introduction to bandit algorithms; 
  • maximum likelihood;
  • gradient descent;
  • introduction to survival analysis and stochastic processes, including empirical estimation of online survival and event processes.

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
2021
Idioma
Inglés
ISBN 10 
1941043119
ISBN 13 
9781941043110
Encuadernación
Tapa blanda
Número de páginas
314
Contacto del fabricante
no disponible
Persona responsable
no disponible