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Read the second paragraph in page 13 and the discussion proceeding it in these notes:
http://cs229.stanford.edu/notes/cs229-notes3.pdf Tengyu Ma and Andrew Ng. Part V: Kernel Methods. CS229 Lecture Notes. 2020 October 7.
http://cs229.stanford.edu/notes/cs229-notes3.pdf
Tengyu Ma and Andrew Ng. Part V: Kernel Methods. CS229 Lecture Notes. 2020 October 7.