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Fundamentals of Data Science Part II: Statistical Modeling

by Jared M. Maruskin
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Current price ₹3,732.00
Original price ₹3,916.00
Original price ₹3,916.00
Original price ₹3,916.00
(-5%)
₹3,732.00
Current price ₹3,732.00

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Book cover type: Paperback
  • ISBN13: 9781941043127
  • Binding: Paperback
  • Subject: N/A
  • Publisher: Cayenne Canyon Press
  • Publisher Imprint: Cayenne Canyon Press
  • Publication Date:
  • Pages: 356
  • Original Price: USD 39.95
  • Language: English
  • Edition: N/A
  • Item Weight: 499 grams
  • BISAC Subject(s): Probability & Statistics / Bayesian Analysis

In Part II of this series, we cover the elements of statistical modeling, focusing on:

  • validation methodology
  • principles of object-oriented design
  • linear and logistic regression
  • generalized linear models
  • causality
  • time series analysis
  • Bayesian statistics, including simulations in pymc3
  • Modeling customer lifetime values, including a detailed study of the beta-Bernoulli/beta-binomial model, a discretized version of the classic Pareto/NBD
  • an introduction to credibility theory

The theory is illustrated with simulations in Python throughout the text.



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