Conditional probability:

Bayes Theorem:

for continuous distributions:

Recall for a joint distribution function ,

Law of Total Probability: Suppose and for , then for any event ,

In many cases, you will need to use the law of total probability in conjunction with Bayes Theorem to find or .

For a continuous distribution:

Conditional Mean: