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Fundamentals of Data Science Trilogy: Experiment-Model-Learn - Softcover

Maruskin, Jared M

 
9781941043011: Fundamentals of Data Science Trilogy: Experiment-Model-Learn
Softcover
ISBN 10: 1941043011 ISBN 13: 9781941043011
Verlag: Cayenne Canyon Press, 2022

Inhaltsangabe

In this series, we cover statistical experimentation, modeling, and machine learning, focusing on:

  • basic statistics, hypothesis testing, and experimentation
  • validation methodology
  • linear and logistic regression; generalized linear models
  • causality
  • time series analysis
  • Bayesian statistics
  • clustering
  • decision trees, random forests, and boosted forests
  • artificial neural networks and deep learning
  • reinforcement learning

Our focus is on mathematical derivations, algorithmic development, and programming. We use Python throughout the text to support our theory. All machine learning techniques are coded from scratch using Python.



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Verlag
Cayenne Canyon Press
Erscheinungsdatum
2022
Sprache
Englisch
ISBN 10 
1941043011
ISBN 13 
9781941043011
Einband
Taschenbuch
Anzahl der Seiten
892
Kontakt zum Hersteller
preigu GmbH & Co. KG
mail@preigu.de

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Osnabrück
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Deutschland