Why Bayesian techniques?
Built upon a strong and rigorous theory, Bayesian techniques allow modelling complex real-world problems in a unified framework.
Bayesian inference and learning provide a powerful mathematical tool for:
Merging inaccurate/incomplete data with expert priors in a unified way,
Online learning to fit data evolution.
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