hippylib / soupyLinks
Stochastic Optimization under Uncertainty in Python.
☆36Updated 2 months ago
Alternatives and similar repositories for soupy
Users that are interested in soupy are comparing it to the libraries listed below
Sorting:
- Example code for paper: Automatic Differentiation to Simultaneously Identify Nonlinear Dynamics and Extract Noise Probability Distributio…☆56Updated 3 years ago
- Symbolic Identification of Non-linear Dynamics. The method generalizes the SINDy algorithm by combining sparse and genetic-programming-ba…☆76Updated 2 years ago
- Data Science for Dynamical System Course☆123Updated 9 months ago
- Code for ResDMD: data-driven spectral properties of Koopman Operators☆37Updated last year
- SINDy (Sparse Identification of Nonlinear Dynamics) algorithms☆78Updated 2 years ago
- Data-driven dynamical systems toolbox.☆74Updated last week
- Repository for the Universal Differential Equations for Scientific Machine Learning paper, describing a computational basis for high perf…☆228Updated 2 years ago
- Drop-in replacements for PyTorch nn.Linear for stable learning and inductive priors in physics informed machine learning applications.☆18Updated last year
- Methods for numerical differentiation of noisy data in python☆120Updated this week
- Material for the tutorial on "Physics-Informed Machine Learning (PIML) for Modeling and Control of Dynamical Systems" presented at the Am…☆19Updated last year
- Mathematical Programming in JAX☆101Updated 2 months ago
- ☆22Updated 2 months ago
- ☆29Updated 2 years ago
- A Review of Sensitivity Methods for Differential Equations☆31Updated 8 months ago
- An integrated demo: Gaussian processes for PDEs and inverse problems☆14Updated 2 weeks ago
- Probabilistic solvers for differential equations in JAX. Adaptive ODE solvers with calibration, state-space model factorisations, and cus…☆49Updated 4 months ago
- PySensors is a Python package for sparse sensor placement☆93Updated last week
- ☆13Updated last week
- Implements Optimization and approximate uncertainty quantification algorithms, Ensemble Kalman Inversion, and Ensemble Kalman Processes.☆105Updated last week
- Sparsity-promoting Kernel Dynamic Mode Decomposition for Nonlinear Dynamical Systems☆30Updated 3 years ago
- Probabilistic ODE solvers are fun, but are they fast? See also: https://github.com/pnkraemer/probdiffeq for JAX code or https://github.c…☆21Updated last year
- Python trust-region subproblem solvers for nonlinear optimization☆28Updated last year
- ☆49Updated last week
- Efficient Differentiable n-d PDE solvers in JAX.☆45Updated 9 months ago
- A Julia package to construct orthogonal polynomials, their quadrature rules, and use it with polynomial chaos expansions.☆123Updated this week
- Surrogate modeling and optimization for scientific machine learning (SciML)☆347Updated this week
- Computation of invariant manifolds in high-dimensional mechanics problems☆25Updated last year
- ☆32Updated last year
- Optimization framework for nonlinear, gradient-based constrained, sparse optimization problems.☆29Updated last month
- Operator Inference for data-driven, non-intrusive model reduction of dynamical systems.☆73Updated 3 weeks ago