Search Results for author: Mansour Kheffache

Found 2 papers, 1 papers with code

Density Encoding Enables Resource-Efficient Randomly Connected Neural Networks

3 code implementations19 Sep 2019 Denis Kleyko, Mansour Kheffache, E. Paxon Frady, Urban Wiklund, Evgeny Osipov

The deployment of machine learning algorithms on resource-constrained edge devices is an important challenge from both theoretical and applied points of view.

BIG-bench Machine Learning

Integer Echo State Networks: Efficient Reservoir Computing for Digital Hardware

no code implementations1 Jun 2017 Denis Kleyko, E. Paxon Frady, Mansour Kheffache, Evgeny Osipov

We propose an approximation of Echo State Networks (ESN) that can be efficiently implemented on digital hardware based on the mathematics of hyperdimensional computing.

Computational Efficiency Time Series +1

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