The Kernel Trick - THE MATH YOU SHOULD KNOW!
Channel: CodeEmporium
Date: 2018-10-05

Some parametric methods, like polynomial regression and Support Vector Machines stand out as being very versatile. This is due to a concept called "Kernelization".

In this video, we are going to kernelize linear regression. And show how they can be incorporated in other Algorithms to solve complex problems.

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REFERENCES

[1] The Kernel Trick: https://people.eecs.berkeley.edu/~jordan/courses/281B-spring04/lectures/lec3.pdf
[2] Positive Definite Kernels: https://en.wikipedia.org/wiki/Positive-definite_kernel