Statistics for Data Scientists

丛 书 名：Undergraduate Topics in Computer Science

版本说明：1

作     者：Maurits Kaptein Edwin van den Heuvel 

I S B N：(纸本) 9783030105303 

出 版 社：Springer Cham 

出 版 年：1000年

页      数：XXIV, 321页

主 题 词：Probability and Statistics in Computer Science Statistical Theory and Methods Probability Theory and Stochastic Processes 

摘      要：Where contemporary undergraduate textbooks in probability theory or statistics often miss applications and an introductory treatment of modern methods (bootstrapping, Bayes, etc.), and where applied data analysis books often miss a rigorous theoretical treatment, this book provides an accessible but thorough introduction into data analysis, using statistical methods combining the two viewpoints. The book further focuses on methods for dealing with large data-sets and streaming-data and hence provides a single-course introduction of statistical methods for data science.