Outline:

• Kernel Method
  • Dual Form
  • Kernel Trick
  • Algorithm

Reading list:

• Learning from Data (Chapter 3.4)
  https://work.caltech.edu/telecourse
• CMU 10701 Lecture 4
  https://www.cs.cmu.edu/~tom/10701_ sp11/slides/Kernels_SVM_04_7_2011-ann.pdf
• Berkeley CS 194 Lecture 7
  https: //people.eecs.berkeley.edu/~russell/classes/cs194/
• Oxford C19 Lecture 3
  http://www.robots.ox.ac.uk/~az/lectures/ml/lect3.pdf

Researchers should cite this work as follows:

• Stanley H. Chan (2020), "ECE 595ML Lecture 3.1: Linear Regression with Kernels - Kernel Method," https://nanohub.org/resources/32209.

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