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@pvlachas
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Pantelis R. Vlachas pvlachas

Machine learning research on complex, chaotic dynamics, time-series, & spatio-temporal data.

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  1. cselab/adaledcselab/adaledPublic

    Adaptive Learning of Effective Dynamics

    Python 5

  2. cselab/LEDcselab/LEDPublic

    Python 19 7

  3. RNN-RC-ChaosRNN-RC-ChaosPublic

    RNN architectures trained with Backpropagation and Reservoir Computing (RC) methods for forecasting high-dimensional chaotic dynamical systems.

    Python 94 36

  4. RNN-Lyapunov-SpectrumRNN-Lyapunov-SpectrumPublic

    A data-driven method to calculate the Lyapunov exponent of a dynamical system employing a GRU-RNN.

    Python 41 10

  5. LearningEffectiveDynamicsLearningEffectiveDynamicsPublic

    Framework to learn effective dynamics and couple a macro scale simulator with a fast neural network latent propagator.

    Python 7

  6. cselab/LED-Molecularcselab/LED-MolecularPublic

    Python 5


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