notes/science/ml/bayes/simple.txt
Ihar Hancharenka 5dff80e88e first
2023-03-27 16:52:17 +03:00

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2017
Essential Math Competencies in Machine Learning
https://www.youtube.com/watch?v=1c25FFm87_c
Pr(Y|X)*Pr(X) = Pr(Y,X) = Pr(X|Y)*Pr(Y)
Pr(Y|X)*Pr(X)
Pr(X|Y) = ------------
Pr(Y)
Raygorodsky - 2017
https://www.youtube.com/playlist?list=PL567xYdMCWxYzFfcM1Hafz5tgf1SJWBi-
Intuitively, elementary events are independent if
P(A|B) = P(A) // knowledge of B gives no new info about the probability of A
also
P(B|A) = P(B)
Multiplication theorem
P(A|B)*P(B) = P(A /\ B) // /\ is an intersection
From it
P(A|B)*P(B)
---------- = P(A)*P(B)
P(A /\ B)
It is better (because includes cases when P(A) or P(B) can be = 0)
So, we can come to definition
P(A /\ B) = P(A)*P(B)