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title: Uncertainty
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<h1>Uncertainty</h1>

<h1><img width="150" src="https://i.imgur.com/vvZMy0I.png"></h1>

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# Incertesa

+ Tipus:
+ https://neurips.cc/media/neurips-2020/Slides/16649.pdf
+ http://www.gatsby.ucl.ac.uk/~balaji/balaji-uncertainty-talk-cifar-dlrl.pdf
+ http://www.gatsby.ucl.ac.uk/~balaji/balaji-harvard-talk.pdf
+ Conceptes: calibració...
+ Exemples

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# Regression
+ Epistemic Uncertainty: Bayesian NN, Emsemble.
+ Aleatoric Uncertainty: Var
+ Quantils: https://hackmd.io/@cgarciae/quantile-regression
+ Exercici sobre quantils?

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# Classificació
+ Mètriques
+ Mètodes
+ Conformal: https://blog.dataiku.com/measuring-models-uncertainty-conformal-prediction
+ Exercici

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# Bayesian

+ Laplace https://arxiv.org/pdf/2106.14806.pdf