A Python 3 framework for Reservoir Computing with a scikit-learn-compatible API.
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Jul 17, 2024 - Python
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echo-state-network
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Python package that provides predictive models for fault detection, soft sensing, and process condition monitoring.
machine-learning time-series scikit-learn neural-networks pca process-monitoring fault-detection process-systems-engineering soft-sensor fault-diagnosis echo-state-network
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Jul 11, 2025 - Python
An easy-to-use independent machine learning library for .net. It offers MLP models (including deep RVFL aka ELM) for common ML tasks as well as Reservoir Computer for efficiently solving ML tasks on time series data.
machine-learning time-series network cross-validation regression neural-networks forecasting classification feedforward-neural-network reservoir reservoir-computing multi-layer-perceptron extreme-learning-machine stacking multiclass-classification bagging recurrent-neural-network rvfl echo-state-network deep-rvfl
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Mar 27, 2025 - C#
turbESN is an echo state network implementation, used in my PhD research as part of the DeepTurb project of the Carl-Zeiss Stiftung. See https://pypi.org/project/turbESN/
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Mar 4, 2023 - Python
Implementation of Echo State Networks (ESN) with experiments on MNIST and ECG5000. Includes comparison with Linear Regression and analysis of weight initialization methods for time-series and classification tasks.
machine-learning time-series pytorch recurrent-neural-networks artificial-intelligence mnist neural-networks classification reservoir-computing sequence-modeling echo-state-network ecg5000
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Sep 14, 2025 - Jupyter Notebook
Reservoir computing with coupled genetic oscillators for arrhythmia classification
genetics synthetic-biology classification reservoir-computing arrhythmia echo-state-network genetic-oscillators
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Aug 7, 2025 - Jupyter Notebook
Controlling computational chaotic model of heart arrhythmia using state-delayed echo state network controller. Three reservoir designs implemented.
echo-state-networks reservoir-computing chaos-theory control-theory arrhythmia chaos-control echo-state-network
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Jul 15, 2022 - Jupyter Notebook
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