IPAB Workshop-18/11/2021 Title: Model Cards: From Exceptional Model Mining to Robust Machine Learning Systems Abstract: It is necessary to know how a machine learning model would perform under different situations before deploying it in high-stake applications. In this talk, I would like to discuss this problem with a framework called Exceptional Model Mining. In this framework, all the work are built upon a core concept called subgroup. I will present different techniques on quantitatively evaluating the performance of models on subgroups, including the benefits of causal modelling and ensembles of subgroups to build robust machine learning systems. Nov 18 2021 13.00 - 13.30 IPAB Workshop-18/11/2021 Xin Du Online: Zoom
IPAB Workshop-18/11/2021 Title: Model Cards: From Exceptional Model Mining to Robust Machine Learning Systems Abstract: It is necessary to know how a machine learning model would perform under different situations before deploying it in high-stake applications. In this talk, I would like to discuss this problem with a framework called Exceptional Model Mining. In this framework, all the work are built upon a core concept called subgroup. I will present different techniques on quantitatively evaluating the performance of models on subgroups, including the benefits of causal modelling and ensembles of subgroups to build robust machine learning systems. Nov 18 2021 13.00 - 13.30 IPAB Workshop-18/11/2021 Xin Du Online: Zoom
