Chapters 1 and 2 of Wassermarn's book "All of Nonparametric
Statistics"
Abstract
Chapter 1 is an introduction. It introduces notation and som background. The only stuff different from most textbooks is that it
exponential bounds to find confidence intervals. Chapter 2 deals with estimation of the cumulative distribution functions. It also discusses
plug--in estimators and a non-parametric delta method.