Kernel methods enable more powerful non-linear functions to be estimated using linear methods through the use of the so-called kernel trick. The lecture will introduce the principles behind this approach through the examples of kernel ridge regression and kernel perceptron algorithm.
Date: 29 July 2024
Given by: Prof. John Shawe-Taylor
Recording Link: https://videolectures.net/AI_Olympiad_2024_shawe_taylor_kernel/