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1. Echo-State-Networks Echo-State-Networks Public

   Tutorial: Echo state networks. A.Racca and L.Magri, Neural Networks (2021), https://doi.org/10.1016/j.neunet.2021.05.004.

   Jupyter Notebook 4 2

2. MagriLab/API-ESN MagriLab/API-ESN Public

   Automatic-differentiated Physics-Informed Echo State Network (API-ESN) for the reconstruction of hidden states in dynamical systems. A.Racca and L.Magri, Lecture Notes in Computer Science (2021).

   Jupyter Notebook 7 2

3. Lyapunov-spectrum Lyapunov-spectrum Public

   Fast jacobian-free computation of the first m largest lyapunov exponents and Kaplan-Yorke dimension of dynamical systems.

   Jupyter Notebook 4 1

4. MagriLab/ESN-MFE MagriLab/ESN-MFE Public

   Prediction and control of turbulent shear flow with Echo State Networks. A. Racca and L. Magri, Lecture Notes in Computer Science (2022); Physical Review Fluids (2022).

   Jupyter Notebook 3

5. MagriLab/CAE-ESN-Kolmogorov MagriLab/CAE-ESN-Kolmogorov Public

   Implementation of the convolutional autoencoder echo state netowrk (CAE-ESN) applied to the Kolmogorov flow.

   Jupyter Notebook 6 1