▬▬ Papers ▬▬▬▬▬▬▬▬▬▬▬▬▬▬
Great intro to uncertainty in ML: https://link.springer.com/article/10....
Survey Uncertainty in Deep Learning: https://arxiv.org/pdf/2011.06225.pdf

▬▬ Useful Resources ▬▬▬▬▬
Derivation of MLE: http://jrmeyer.github.io/machinelearn...
More MLE Infos: https://quantivity.wordpress.com/2011...

▬▬ Used Music ▬▬▬▬▬▬▬▬▬▬▬
Music from Uppbeat (free for Creators!):
https://uppbeat.io/t/pryces/lateflights
License code: 3O8NFX8WUHJBR2SB

▬▬ Used Videos ▬▬▬▬▬▬▬▬▬▬▬
From these Pexels authors:
Edward Jenner
Rūdolfs Klintsons
cottonbro
Artem Podrez

▬▬ Used Icons ▬▬▬▬▬▬▬▬▬▬
All Icons are from flaticon: https://www.flaticon.com/authors/freepik

▬▬ Timestamps ▬▬▬▬▬▬▬▬▬▬▬
00:00 Introduction
01:00 Applications of Uncertainty Quantification
02:15 Aleatoric and Epistemic Uncertainty
03:37 Unceratinty Types Example
07:28 Maximum Likelihood Estimation
11:40 Softmax (also MLE)
14:05 Mixture Density Networks
14:50 Quantile Regression
18:00 Final remarks


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