Astroinformatics / ScientificMachineLearningLinks
☆36Updated 2 years ago
Alternatives and similar repositories for ScientificMachineLearning
Users that are interested in ScientificMachineLearning are comparing it to the libraries listed below
Sorting:
- Training materials for ModelingToolkit and JuliaSim☆38Updated 2 years ago
- No need to train, he's a smooth operator☆45Updated last week
- Efficient, Accurate, and Streamlined Training of Physics-Informed Neural Networks☆58Updated 5 months ago
- Taylor-mode automatic differentiation for higher-order derivatives☆80Updated last week
- A zoo of implementations of differential equation problems in NumPy and JAX. Oscillators, chemical reactions, n-body problems, epidemiolo…☆16Updated last year
- Tutorials for doing scientific machine learning (SciML) and high-performance differential equation solving with open source software.☆22Updated last year
- Probabilistic Numerical Differential Equation solvers via Bayesian filtering and smoothing☆129Updated last week
- Physics-Enhanced Regression for Initial Value Problems☆20Updated last year
- Code for paper https://arxiv.org/abs/2306.07961☆53Updated last year
- Structure Preserving Machine Learning Models in Julia☆50Updated this week
- Ridiculously fast symbolic expressions☆121Updated this week
- Fast uncertainty quantification for scientific machine learning (SciML) and differential equations☆69Updated last week
- A library of systems of partial differential equations, as defined with ModelingToolkit.jl in Julia☆28Updated last week
- Tools to generate and study moment equations for any chemical reaction network using various moment closure approximations☆45Updated last week
- The SciML Scientific Machine Learning Software Organization Website☆59Updated last week
- Lightweight and easy generation of quasi-Monte Carlo sequences with a ton of different methods on one API for easy parameter exploration …☆115Updated last week
- Implicit Layer Machine Learning via Deep Equilibrium Networks, O(1) backpropagation with accelerated convergence.☆57Updated 2 weeks ago
- Lecture notes for M3M6 Methods of Mathematical Physics☆43Updated 5 years ago
- A package for multi-dimensional integration using monte carlo methods☆40Updated last year
- Global documentation for the Julia SciML Scientific Machine Learning Organization☆76Updated 2 weeks ago
- Fast and automatic structural identifiability software for ODE systems☆123Updated this week
- ☆39Updated 3 years ago
- A library of premade problems for examples and testing differential equation solvers and other SciML scientific machine learning tools☆78Updated last week
- Implicit Runge-Kutta Gauss-Legendre 16th order (Julia)☆28Updated last week
- A Julia package for Deep Backwards Stochastic Differential Equation (Deep BSDE) and Feynman-Kac methods to solve high-dimensional PDEs wi…☆81Updated 3 weeks ago
- Methods for computational information geometry☆48Updated last week
- Comparsion of Julia's GPU Kernel based ODE solvers with other open-source GPU ODE solvers☆27Updated last year
- Automates steady and unsteady adjoints (general solvers and ODEs respectively). Forward and reverse mode algorithmic differentiation arou…☆29Updated 2 weeks ago
- A library of noise processes for stochastic systems like stochastic differential equations (SDEs) and other systems that are present in s…☆63Updated 3 weeks ago
- Material for a full course on applied nonlinear dynamics, nonlinear timeseries analysis, and complex systems, in Julia☆63Updated last year