Fundamentals of Data Science Part II: Statistical Modeling - Paperback
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Fundamentals of Data Science Part II: Statistical Modeling - Paperback
$59.93
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by Jared M. Maruskin (Author)
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.
Number of Pages: 356
Dimensions: 0.74 x 9.21 x 6.14 IN
Publication Date: January 17, 2022
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