What Is Uncertainty Quantification

Summary

2025 ML Academy & Artiste Distinguished Lecture. In this Valence at the Whiteboard, Tristan from Valence Labs demonstrates the value of certainty scores in virtual cell modelling ... What if your AI model could tell you not just what will happen — but how sure it is? MCML PI David Rügamer explains why ... A quick 20 min introduction to various UQ methods for Deep Learning:- - Why is UQ required for Deep Learning - Bayesian NN ... Neural networks are infamous for making wrong predictions with high confidence. Ideally, when a model encounters difficult ... Welcome to The Learning Studio! In this twenty-ninth episode of our Mathematics Series, we explore Bayesian Mathematics ... Machine/Deep learning models have been revolutionary in the last decade across a range of fields. However, sometimes we ... This paper takes a fully probabilistic approach by modeling the joint distribution over questions and inputs, defining