A disruptive open-source python package developed by ING WB Advanced Analytics enabling the monitoring of ML model input data and predictions over time.
ING WB Advanced Analytics (WBAA) is a tribe that builds 10x data-driven products. Within our tribe, the CoreAlgos-Research squad works on developing data science models and analytics tooling to be leveraged for our products while at the same time, to benefit the wider data science community.
Max Baak — Data Science Lead and Tomas Sostak — Data Scientist at WBAA, have worked in filling a significant gap regarding the monitoring and from there improvement of the performance of machine learning (ML) models that are running in production. Identifying the need, they developed popmon which stands for (population shift monitor), an open-source python package that allows checking the stability of a dataset over time.