This book is about analyzing multivariate data through smoothing. We take smoothing to mean multivariate density estimation. We think that it is important to combine density estimation with visualization because we believe that multivariate density estimation cannot be fully useful without visualization tools. On the other hand, smoothing can be considered a visualization tool. The book is divided into three parts: visualization, mathematical and algorithmic tools, and a toolbox of density estimators.