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8 - When Models Meet Data
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6 - Probability and Distributions
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7 - Continuous Optimization
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4 - Matrix Decompositions
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Acknowledgments
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2 - Linear Algebra
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Index
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List of Symbols
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10 - Dimensionality Reduction with Principal Component Analysis
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Frontmatter
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Contents
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Preface
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Part II - Central Machine Learning Problems
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References
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11 - Density Estimation with Gaussian Mixture Models
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Part I - Mathematical Foundations
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3 - Analytic Geometry
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12 - Classification with Support Vector Machines
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1 - Introduction and Motivation
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5 - Vector Calculus
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