2021 Chan, Stanley ~ Introduction To Probability For Data Science [ Michigan Publishing]

Shared by Claire Dubois • probability, textbook, mathematics • 2021

Free download at https://services.publishing.umich.edu/publications/ee/ [with additional bookmarking & cropping] CONTENTS Cover page ...1 About the author ...2 Copyright page ...5 Preface ...8 Contents ...10 1 Mathematical Background ...18 1.1 Infinite Series ...19 1.1.1 Geometric Series ...20 1.1.2 Binomial Series ...23 1.2 Approximation ...27 1.2.1 Taylor approximation ...27 1.2.2 Exponential series ...29 1.2.3 Logarithmic approximation ...30 1.3 Integration ...32 1.3.1 Odd & even functions ...32 1.3.2 Fundamental Theorem of Calculus ...34 1.4 Linear Algebra ...37 1.4.1 Why do we need linear