Modeling Aleatoric and Epistemic Uncertainty - Aleksander Molak | PyData Global 2021

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Video link: https://youtu.be/KJxmC5GCWe4

Video Title: Modeling Aleatoric and Epistemic Uncertainty - Aleksander Molak | PyData Global 2021

Code Link: https://github.com/AlxndrMlk/PyDataGlobal2021

Contents: 00:00 Welcome! 01:00 Agenda 02:55 Why model Uncertainty? 05:35 Aleatoric vs epistemic uncertainty, including examples 07:44 TensorFlow Probability: An Introduction 11:15 Modeling aleatoric uncertainty with TensorFlow Probability 15:12 Modeling epistemic uncertainty with TensorFlow Probability 23:00 A simple trick to model epistemic uncertainty using plain TensorFlow 25:14 Q&A