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
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