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nschaetti/EchoTorch ★ 500 116 APPLICATION

EchoTorch is a PyTorch-based research library for reservoir computing and echo state networks (ESNs). It implements multiple ESN variants, including a self-predicting ESN (SPESNCell), conceptor-based pattern manipulation with logic operations (AND, OR, NOT, PHI), a custom TimeTensor time-series wrapper, and supporting datasets such as Lorenz, Roessler, Mackey-Glass, NARMA, and MNIST. The repository is a library rather than an application: there are no web servers, CLIs, or service entry points; the primary interface is the Python package `echotorch` with submodules for neural network cells, datasets, transforms, costs, and utilities.

RATING: 6.9/10 MAINT: active DRIFT: medium
#reservoir-computing #echo-state-networks #pytorch #conceptors #time-series #research-library #neural-networks #python #python-toolkit #torch #machine-learning #machine-learning-algorithms #machinelearning #artificial-intelligence #artificial-neural-networks #recurrent-neural-networks #recurrent-networks
▸ 3 reusable components found
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