Hint: Recall Bayes' Rule:

$ P(A\cap B) = P(A|B)P(B) \Rightarrow P(A|B) = \frac{P(A\cap B)}{P(B)} $

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Basic linear algebra uncovers and clarifies very important geometry and algebra.

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