Density Estimates are improvements over Histograms (studied in Lecture 17C). This lecture deals with explaining what these are, how they are constructed, and how they can be interpreted.
1: Kernel Density Representations of Data — Introduction to topic and motivation
Estimating Densities from Data -- Intro to Kernel Density Estimators — Gives the simpler version of Kernel Density Estimation lecture