Bruno Mlodozeniec: Ensemble Distribution Distillation - Classification
Data Fest Online 2020
Uncertainty Estimation in ML track
Speaker: Bruno Mlodozeniec, University of Cambridge
In this video we discuss how ensembles of models can be effectively emulated using a single “Prior Network” model via a technique called Ensemble Distribution Detection. This enables a single model to efficiently retain both the ensemble’s predictive performance and uncertainty measures at low computational and memory cost.
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3 months ago 00:10:20 1
Bruno Mlodozeniec: Ensemble Distribution Distillation - Classification