236 Open source projects that are alternatives of or similar to SA-PINNs

The SciML Scientific Machine Learning Software Organization Website

Lightweight and easy generation of quasi-Monte Carlo sequences with a ton of different methods on one API for easy parameter exploration in scientific machine learning (SciML)

GPU-acceleration routines for DifferentialEquations.jl and the broader SciML scientific machine learning ecosystem

A common interface for quadrature and numerical integration for the SciML scientific machine learning organization

Open-source, graph-based Python code generator and analysis toolbox for dynamical systems (pre-implemented and custom models). Most pre-implemented models belong to the family of neural population models.

Benchmarks for scientific machine learning (SciML) software and differential equation solvers

ls1-MarDyn is a massively parallel Molecular Dynamics (MD) code for large systems. Its main target is the simulation of thermodynamics and nanofluidics. ls1-MarDyn is designed with a focus on performance and easy extensibility.

Scientific Computing for Chemists text for teaching basic computing skills to chemistry students using Python, Jupyter notebooks, and the SciPy stack. This text makes use of a variety of packages including NumPy, SciPy, matplotlib, pandas, seaborn, NMRglue, SymPy, scikit-image, and scikit-learn.

A new boolean operations filter for VTK

A component of the DiffEq ecosystem for enabling sensitivity analysis for scientific machine learning (SciML). Optimize-then-discretize, discretize-then-optimize, and more for ODEs, SDEs, DDEs, DAEs, etc.

This is a replication of "CFD Python: 12 steps to Navier-Stokes" in Julia

ELLIPTIc: The Extensible LIbrary for Physical simulaTIons

Template repository for a Python 3-based (data) science project with GPU acceleration using the PyTorch ecosystem.

Numerical C++ examples.

The Mines Java Toolkit

Open source library for scientific HPC

Investigating PINNs

Simplified Data Exchange for HPC Simulations

Nelson numerical interpreter

DFO-GN: Derivative-Free Optimization using Gauss-Newton

A library for building differential equations arising from physical problems for physics-informed and scientific machine learning (SciML)

The main source repository for the Raysect project.

GSL interface for Ruby/Numo::NArray

Data Science with Python

Aprendizado, dicas e projetos sobre Python

Parallelized 3D FDTD Schrödinger Equation Solver

SBML differential equation and chemical reaction model (Gillespie simulations) for Julia's SciML ModelingToolkit

Public repository for the proposal “Physics-Informed Machine Learning Simulator for Wildfire Propagation” - MLJC University of Turin - ProjectX2020 Competition (UofT AI)

Python wrapper for MFEM

A collection of functionality around rooted trees to generate order conditions for Runge-Kutta methods in Julia for differential equations and scientific machine learning (SciML)

Pythonic package for combinatorics

software.intel.com/content/www/us/en/develop/articles/repo-evaluating-performance-productivity-oneapi.html

A Multi-purpose, Application-Centric, Scalable I/O Proxy Application

A library of noise processes for stochastic systems like stochastic differential equations (SDEs) and other systems that are present in scientific machine learning (SciML)

An interval library for OCaml

Template repository for a Python 3-based (data) science project

Utility functions for exponential integrators for the SciML scientific machine learning ecosystem

Wrappers for the SciPy differential equation solvers for the SciML Scientific Machine Learning organization

Payton! Kickstart any 3D OpenGL + GTK Ideas in a few seconds!

Pythonic framework for working with simulations.

A code generator for grid-based PDE solving on CPUs and GPUs

DISHTINY: A Platform for Studying Open-Ended Evolutionary Transitions in Individuality

Latent Differential Equations models in Julia.

A FORTRAN module to write Numpy's *.npy and *.npz files

numericalgo is a set of numerical methods implemented in Golang.

[wip]Speech recognition tool-box written by Nim. Based on Arraymancer.

The Go/Go+ Interpreter

Simulation framework for nonsmooth dynamical systems

A fast MDCT implementation using SciPy and FFTs

Examples and demos for ReproZip

Chemical Reaction Neural Network

Python toolkit for GEOS-Chem.

monolish: MONOlithic LInear equation Solvers for Highly-parallel architecture

Designs for new Base array interface primitives, used widely through scientific machine learning (SciML) and other organizations

www.eemodelingsystem.com

Plugins for bone image analysis

Owl's Differential Equation Solvers

Explorando aspectos fundamentais da matemática com Python e Jupyter

Fast Poisson Random Numbers in pure Julia for scientific machine learning (SciML)

​The Economic Simulation Library provides an extensive collection of tools to develop, test, analyse and calibrate economic and financial agent-based models. The library is designed to take advantage of different computer architectures. In order to facilitate rapid iteration during model development the library can use parallel computation. Econ…