Articles liés à Fundamentals of Data Science Part I: Inference and...

Fundamentals of Data Science Part I: Inference and Experiment - Couverture souple

Maruskin, Jared M

 
9781941043110: Fundamentals of Data Science Part I: Inference and Experiment
Couverture souple
ISBN 10 : 1941043119 ISBN 13 : 9781941043110
Editeur : Cayenne Canyon Press, 2021

Synopsis

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.

Les informations fournies dans la section « Synopsis » peuvent faire référence à une autre édition de ce titre.

Éditeur
Cayenne Canyon Press
Date d'édition
2021
Langue
anglais
ISBN 10 
1941043119
ISBN 13 
9781941043110
Reliure
Broché
Nombre de pages
314
Coordonnées du fabricant
non disponible
Personne responsable
Buchpark GmbH
gpsr@buchpark.de

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Trebbin
Brandenburg
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Allemagne