Maximize a Posterior (MAP)

I thought this was the same thing as Maximum Likelihood Estimation, but not exactly.

Saw while learning SLAM through SLAM textbook.

It is normally difficult to find the posterior distribution directly (in nonlinear systems), but it is feasible to find an optimal point which maximize the posterior (Maximize a Posterior, MAP):