Bayes’ Theorem, Simply Explained

If ignorance is bliss, knowing how to deal with incomplete knowledge is the key. Bayes’ Theorem formalizes all of that.

Riccardo Di Sipio
Towards Data Science
5 min readAug 20, 2021

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Bayes’ Theorem formalizes how to calculate the probability of an event to occur given our incomplete knowledge about other factors affecting its realization, and our pre-existing belief. For example, is it going to rain today if the sky is cloudy?

Let’s start with some basic definitions. The probability of an event A to occur is a number between 0 and 1…

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Senior Machine Learning developer at Dayforce. NLP, graph neural networks. Formerly physicist at U Toronto, Bologna, CERN LHC/ATLAS.