We'll start with a brief tour through some of the information theory literature - both classical and recent - on relations between information and estimation under Gaussian noise. Then we'll see how these relations carry over to Poisson and more generally distributed noise. These relations give considerable insight into and a quantitative understanding of several estimation theoretic objects,...