Retrieving "Mercers Theorem" from the archives

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1. Machine Learning

   Linked via "Mercer's theorem"

   Linear Models and Kernel Methods
   Early successful algorithms frequently relied on defining a decision boundary or surface, such as in Linear Regression or Support Vector Machines (SVMs). Kernel methods allow these models to operate in high-dimensional feature spaces without explicitly calculating the coordinates, a process often mediated by the Mercer's theorem.
   Neural Networks and Deep Learning