Uncertainty estimation in deep networks --------------------------------------------------------------------------------------------------- Please send your answers to ilg@cs.uni-freiburg.de before 12.07.2017 10:00 --------------------------------------------------------------------------------------------------- 1) Explain what epistemic, homoscedastic aleatoric and heteroscedastic aleatoric uncertainty is. (3 Sentences) 2) With what distribution is p(W|X,Y) approximated? (1 Sentence) 3) List for what scenarios aleatoric and epistemic uncertainties are important. (4 Sentences)