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Yes, it can be quite confusing.

Maybe easier way to retain this is thru their symbols.

Joint Probability is: P(AB)

Probability of A given B is: P(A|B)

And relationship between the two is: P(AB) = P(A|B) * P(B)

Hope this helps.