Prereq (To understand this lecture, you must have already mastered):
Basic Machine Learning Concepts, Regression, Classification, PCA, LDA
Topics:
How can we interpret function as a vector, or point in space.
Visualizing a space of functions, also known as Hypothesis space
The Reproducing Property
Understanding Spaces
The Reproducing Kernel Hilbert Space
What is a kernel function?
What is a reproducing kernel?
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1st lecture on foundations of kernel methods | NatokHD