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rmehmood786 / reservoir-computing-esn-experiments

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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
  • Updated Sep 14, 2025
  • Jupyter Notebook

mikotonoku / BachelorThesis-Anomaly-Detection-SK

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Implementácia metód Isolation Forest, One-Class SVM a Autoencoder na detekciu anomálií pri nedostatku anomálnych dát na datasetoch NASA Battery, NAB a ECG5000.

machine-learning time-series tensorflow scikit-learn jupyter-notebook artificial-intelligence autoencoder bachelor-thesis anomaly-detection isolation-forest fault-detection predictive-maintenance one-class-svm battery-health ecg-analysis nasa-battery-dataset nab-dataset ecg5000
  • Updated Jun 7, 2026
  • TypeScript

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