How to handle Uncertainty in Deep Learning #1.1

▬▬ Papers ▬▬▬▬▬▬▬▬▬▬▬▬▬▬ Great intro to uncertainty in ML: Survey Uncertainty in Deep Learning: ▬▬ Useful Resources ▬▬▬▬▬ Derivation of MLE: More MLE Infos: ▬▬ Used Music ▬▬▬▬▬▬▬▬▬▬▬ Music from Uppbeat (free for Creators!): License code: 3O8NFX8WUHJBR2SB ▬▬ Used Videos ▬▬▬▬▬▬▬▬▬▬▬ From these Pexels authors: Edward Jenner Rūdolfs Klintsons cottonbro Artem Podrez ▬▬ 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 ▬▬ Support me if you like 🌟 ►Link to this channel: https://bit.l