A Mathematical Introduction to Data Science

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文件名称：A Mathematical Introduction to Data Science
文件大小：3.71MB
文件格式：PDF
更新时间：2022-01-28 04:05:31
Data Science 这本书是讲数据科学理论的，是北大教授姚远写的，难度较大。This monograph aims to provide graduate students or senior graduates in applied mathematics, computer science and statistics an introduction to data science from a mathematical perspective. It is focused around a central topic in data analysis, Principal Component Analysis (PCA), with a divergence to some mathematical theories for deeper understanding, such as random matrix theory, convex optimization, random walks on graphs, geometric and topological perspectives in data analysis.