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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Updated
Sep 14, 2025 - Jupyter Notebook