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Beskrivelse
In Part II of this series, we cover the elements of statistical modeling, focusing on:
validation methodologyprinciples of object-oriented designlinear and logistic regressiongeneralized linear modelscausalitytime series analysisBayesian statistics, including simulations in pymc3Modeling customer lifetime values, including a detailed study of the beta-Bernoulli/beta-binomial model, a discretized version of the classic Pareto/NBDan introduction to credibility theoryThe theory is illustrated with simulations in Python throughout the text.
