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Scalability

Dec 24, 2021 Kernel Methods 52 min read

Kernel Methods (7): Large-Scale Kernels — Nystrom Approximation and Random Fourier Features

Kernel methods are O(n^3). Nystrom approximation and Random Fourier Features pull them back to linear time without giving up the kernel trick's expressive power.