Fundamentals of Data Science Part I: Inference and Experiment - Brossura

Maruskin, Jared M

Brossura

ISBN 10: 1941043119 ISBN 13: 9781941043110

Casa editrice: Cayenne Canyon Press, 2021

Riassunto

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.

Dettagli dell'edizione

• Editore: Cayenne Canyon Press
• Data di pubblicazione: 2021
• Lingua: Inglese
• ISBN 10: 1941043119
• ISBN 13: 9781941043110
• Rilegatura: Copertina flessibile
• Numero di pagine: 314
• Contatto del produttore: non disponibile
• Persona responsabile: Buchpark GmbH; gpsr@buchpark.de; ; Krügerweg 1; Trebbin; Brandenburg; 14959; Germania