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An Introduction to Modern
Statistical Learning
Preface
1
Introduction
I
Representation and Inference
II
Learning
III
Appendices
A
The Calculus of Variations and Its Applications
B
Mathematical Appendix
B.1
Matrix Calculus
B.2
Probability and Statistics
B.3
Matrix Identities
C
Bonus Material
D
A Review of Probabilistic Graphical Models
Bibliography
Appendix B
Mathematical Appendix
B.1
Matrix Calculus
B.2
Probability and Statistics
B.3
Matrix Identities