All of Statistics

"All of Statistics" is a comprehensive textbook that covers a wide range of topics in probability and statistics. It is aimed at students of computer science, mathematics, statistics, and related disciplines who want to quickly get up to speed in this subject. The book addresses modern topics such as nonparametric curve fitting, bootstrapping, and classification, which are often not covered in many introductory courses. Prior knowledge of probability and statistics is not required; however, readers should be familiar with calculus and basic linear algebra. The content is designed to enhance understanding of data analysis and collection, which is central to the fields of statistics, data mining, and machine learning.