I get asked this question too much. So I’m writing this question here.
“We are X a tech company with Y number of users, and some funding how could we use PyMC3”.
I’ll assume for the sake of argument it’s an e-commerce or similar type of company. So trying to keep this general.
Generative models for understanding probability of conversion.
Bayesian survival analysis for understanding churn
Bayesian changepoint models for understanding when a distribution changes like in Dev ops analysis or when a marketing promos is launched.
Forecasting yield or ROI in advertising.
Hierarchical models for predicting pricing