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  • PINNs Public

    Physics Informed Deep Learning: Data-driven Solutions and Discovery of Nonlinear Partial Differential Equations

    Python 4,174 1,315 MIT License Updated May 23, 2024
  • PetGPT Public

    Train your own PetGPT at home!

    Jupyter Notebook 117 24 Updated Apr 2, 2023
  • HFM Public

    Hidden Fluid Mechanics

    Python 311 127 MIT License Updated Jan 30, 2023
  • Applied Deep Learning Course

    3,281 686 Updated Jan 28, 2023
  • DeepHPMs Public

    Deep Hidden Physics Models: Deep Learning of Nonlinear Partial Differential Equations

    Python 275 159 MIT License Updated Jul 30, 2022
  • Introduction to Machine Learning in R

    Jupyter Notebook 19 13 Updated May 7, 2021
  • Applied Mathematics (APPM) Department Colloquium

    7 2 Updated May 4, 2021
  • NumericalGP Public

    Numerical Gaussian Processes for Time-dependent and Non-linear Partial Differential Equations

    MATLAB 67 40 MIT License Updated May 26, 2020
  • DeepVIV Public

    Deep Learning of Vortex Induced Vibrations

    Python 89 51 MIT License Updated Feb 21, 2020
  • FBSNNs Public

    Forward-Backward Stochastic Neural Networks: Deep Learning of High-dimensional Partial Differential Equations

    Python 148 74 MIT License Updated Feb 20, 2020
  • Multistep Neural Networks for Data-driven Discovery of Nonlinear Dynamical Systems

    Python 62 47 MIT License Updated Feb 20, 2020
  • TutorialGP Public

    Tutorial on Gaussian Processes

    MATLAB 62 26 MIT License Updated Feb 20, 2020
  • Tutorial on a number of topics in Deep Learning

    Python 34 28 MIT License Updated Feb 20, 2020
  • HPM Public

    Hidden physics models: Machine learning of nonlinear partial differential equations

    MATLAB 142 78 MIT License Updated Feb 20, 2020
  • Parametric Gaussian Process Regression for Big Data

    Python 44 21 MIT License Updated Feb 20, 2020
  • backprop Public

    Backpropagation in Python, C++, and Cuda

    C++ 45 12 MIT License Updated Feb 17, 2020
  • Deep Learning of Turbulent Scalar Mixing

    Mathematica 16 17 MIT License Updated Oct 6, 2019
  • PDE_GP Public

    Machine learning of linear differential equations using Gaussian processes

    MATLAB 24 24 MIT License Updated May 2, 2018
  • Parametric Gaussian Process Regression for Big Data (Matlab Version)

    MATLAB 24 14 MIT License Updated May 2, 2018