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Mathematics for Machine Learning - GitHub Pages
gwthomas.github.ioMathematics for Machine Learning Garrett Thomas Department of Electrical Engineering and Computer Sciences University of California, Berkeley January 11, 2018 1 About Machine learning uses tools from a variety of mathematical elds. This document is an attempt to provide a summary of the mathematical background needed for an introductory class ...
Mathematics for Machine Learning - Assets
assets.cambridge.org2.8 AfÞne Spaces 48 2.9 Further Reading 50 Exercises 51 3 Analytic Geometry 57 3.1 Norms 58 3.2 Inner Products 59 3.3 Lengths and Distances 61 3.4 Angles and Orthogonality 63 3.5 Orthonormal Basis 65 3.6 Orthogonal Complement 65 3.7 Inner Product of Functions 66 3.8 Orthogonal Projections 67 3.9 Rotations 76 3.10 Further Reading 79 Exercises 80 v