lanl / SEPIALinks
Simulation-Enabled Prediction, Inference, and Analysis: physics-informed statistical learning.
☆35Updated last year
Alternatives and similar repositories for SEPIA
Users that are interested in SEPIA are comparing it to the libraries listed below
Sorting:
- Convolutional Solvers for Partial Differential Equations☆28Updated 4 years ago
- Code for "Nonlinear stochastic modeling with Langevin regression" J. L. Callaham, J.-C. Loiseau, G. Rigas, and S. L. Brunton☆25Updated 3 years ago
- A software package for flexible HPC GPs☆16Updated 3 weeks ago
- ☆17Updated 5 months ago
- Update PDEKoopman code to Tensorflow 2☆23Updated 4 years ago
- Educational materials to learn how to employ Bayesian optimization techniques for parameter estimation of computational and statistical m…☆14Updated last year
- Experimental Design for Gaussian Process Regression in Python☆12Updated 3 years ago
- Sandia Uncertainty Quantification Toolkit☆80Updated 6 months ago
- The code enables to perform Bayesian inference in an efficient manner through the use of Hamiltonian Neural Networks (HNNs), Deep Neural …☆15Updated 2 years ago
- Learning Green's functions of partial differential equations with deep learning.☆69Updated last year
- Scientific Machine Learning Tutorials☆38Updated 3 years ago
- Differentiable interface to FEniCS for PyMC3☆20Updated 2 years ago
- Numerical Gaussian Processes for Time-dependent and Non-linear Partial Differential Equations☆69Updated 5 years ago
- Introduction to JAX Workshop @ ETH Zurich, 25 June 2024☆36Updated 2 months ago
- Stiff Neural Ordinary Differential Equations☆34Updated 2 years ago
- A Python module that implements tools for the simulation and identification of random fields using the Karhunen-Loeve expansion represent…☆23Updated 9 years ago
- A Python library for training neural ODEs.☆23Updated 4 months ago
- Two Dimensional Fokker-Planck Solver using Matlab☆19Updated 5 years ago
- ME 697 - Advanced Scientific Machine Learning☆22Updated last month
- ☆21Updated 4 years ago
- Python package 'dgpsi' for deep and linked Gaussian process emulations☆27Updated 5 months ago
- ODE system solver using dG(q), time-discontinuous Galerkin with Lobatto basis.☆15Updated 8 years ago
- Flexible and efficient tools for high-dimensional approximation, scientific machine learning and uncertainty quantification.☆62Updated last week
- Python Active-subspaces Utility Library☆74Updated 4 years ago
- Automatic-Differentiation-Enabled Plasma Transport in JAX☆31Updated last week
- combination of sparse identification of nonlinear dynamics with Akaike information criteria☆16Updated 7 years ago
- Parameter space dimension reduction toolbox☆13Updated 2 years ago
- An implementation of the 1. Parallel, 2. Streaming, 3. Randomized SVD using MPI4Py☆62Updated 4 years ago
- Python 3 version of FabSim☆26Updated this week
- Compressible Euler equations solved with finite volume implemented in JAX, plugged into an optimization loop☆20Updated last month