
This youtube video is well done.
https://www.youtube.com/watch?v=R13BD8qKeTg
It's an explanation, through the hook of epidemiology and an unspecified dread disease, of the significance of Bayes theorem in probability.
I'll leave you to watch it without any further gloss from me, except to mention that the theorem in question helped launch not just a new branch of probability theory, but a new and still controversial understanding of how all of probability theory ought to be understood.
The other side in the Big Picture debate, the frequentists, accept the Theorem but take care to distinguish it from Bayesian philosophy.
The photo above is of John Venn, of the famous Venn diagrams, the Big Cheese on the frequentist side of the debate.
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