our updated belief about hypothesis $H$ after observing data $D$ - $P(D \mid H)$ is the **likelihood** -- the probability of observing the data under the hypothesis - $P(H)$ is the **prior** -- our belief about $H$ before seeing data - $P(D)$ is the **evidence** (or marginal likelihood) -- a normali