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The most crucial ability for machine learning and data science is mathematical logic for grasping their essence rather than knowledge and experience. This textb
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Fundamentals of High-Dimensional Statistics
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This textbook provides a step-by-step introduction to the tools and principles of high-dimensional statistics. Each chapter is complemented by numerous exercise
Computational Network Analysis with R
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The purpose of these lecture notes is to provide an introduction to the general theory of empirical risk minimization with an emphasis on excess risk bounds and