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

Maruskin, Jared M

Softcover

ISBN 10: 1941043119 ISBN 13: 9781941043110

Verlag: Cayenne Canyon Press, 2021

Inhaltsangabe

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.

Details zur Ausgabe

• Verlag: Cayenne Canyon Press
• Erscheinungsdatum: 2021
• Sprache: Englisch
• ISBN 10: 1941043119
• ISBN 13: 9781941043110
• Einband: Taschenbuch
• Anzahl der Seiten: 314
• Kontakt zum Hersteller: Nicht verfügbar
• Verantwortliche Person: Buchpark GmbH; gpsr@buchpark.de; ; Krügerweg 1; Trebbin; Brandenburg; 14959; Deutschland