Fast Delivery of Propensity-to-Buy Models with AutoML at ING

Date:

Tuesday, November 14, 2023

Time:

On demand

Track:

Summary:

The talk presents how ING has increased its productivity in delivering propensity-to-buy models for direct marketing campaigns by implementing an AutoML pipeline that utilizes the existing infrastructure. The implementation of clear standards and a highly automated model development process with state-of-the art features (SHAP, Bayesian parameter tuning, etc.) has decreased the time needed for development to deployment to less than one month while model updates only need a few hours.

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