Optical Extreme Learning Machines with Atomic Vapors

NA Silva, V Rocha, TD Ferreira - Atoms, 2024 - mdpi.com
Extreme learning machines explore nonlinear random projections to perform computing
tasks on high-dimensional output spaces. Since training only occurs at the output layer, the …

Taming Optical Computing Architectures: from extreme learning machines to diffractive neural networks

NA Silva, D Silva, FC Moreira… - The European Conference …, 2023 - opg.optica.org
Analog processing has recently gained new traction as a result of developments in
alternative computing paradigms to the von Neumann one. In particular, concerning optical …

[PDF][PDF] Optical Extreme Learning Machines with Atomic Vapors. Atoms 2024, 12, 10

NA Silva, V Rocha, TD Ferreira - 2024 - inspirehep.net
Extreme learning machines explore nonlinear random projections to perform computing
tasks on high-dimensional output spaces. Since training only occurs at the output layer, the …

Enabling optical extreme learning machines with nonlinear optics

NA Silva, VV Rocha, TD Ferreira - Machine Learning in …, 2024 - spiedigitallibrary.org
This communication explores an optical extreme learning architecture to unravel the impact
of using a nonlinear optical media as an activation layer. Our analysis encloses the …