Search Results for author: Tamim El Ahmad

Found 2 papers, 1 papers with code

Sketch In, Sketch Out: Accelerating both Learning and Inference for Structured Prediction with Kernels

no code implementations20 Feb 2023 Tamim El Ahmad, Luc Brogat-Motte, Pierre Laforgue, Florence d'Alché-Buc

Surrogate kernel-based methods offer a flexible solution to structured output prediction by leveraging the kernel trick in both input and output spaces.

Structured Prediction

Fast Kernel Methods for Generic Lipschitz Losses via $p$-Sparsified Sketches

1 code implementation8 Jun 2022 Tamim El Ahmad, Pierre Laforgue, Florence d'Alché-Buc

Kernel methods are learning algorithms that enjoy solid theoretical foundations while suffering from important computational limitations.

regression valid

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