  We discuss non-parametric density estimation and regression for astrophysics
problems. In particular, we show how to compute non-parametric confidence
intervals for the location and size of peaks of a function. We illustrate these
ideas with recent data on the Cosmic Microwave Background. We also briefly
discuss non-parametric Bayesian inference.
