Generic Interface Readilly Accessible for Finite Elements

Deep-Learning framework for Engineering AI. Built on transformer building blocks, it delivers the full engineering stack, allowing teams to build, train, and operate industrial simulation models ac…

A Python framework for solver-independent multi-query analyses of large-scale computational models.

Publication-ready NN-architecture schematics.

A community-maintained Python framework for creating mathematical animations.

Panel: The powerful data exploration & web app framework for Python

PINN Implementation for IJCAI paper, "Physics-Informed Neural Networks: Minimizing Residual Loss with Wide Networks and Effective Activations."

hp-VPINNs: variational physics-informed neural network with domain decomposition is a general framework to solve differential equations

A Python library for isogeometric analysis (IGA) using FEniCS.

G+Smo (pronounced gismo or gizmo) is a C++ library for isogeometric analysis (IGA). Geometry plus simulation modules aims at the seamless integration of Computer-aided Design (CAD) and Finite Eleme…

Reinforcement Learning based Shape Optimization

Python codes for Locally Adaptive Activation Function (LAAF) used in deep neural networks. Please cite this work as "A D Jagtap, K Kawaguchi, G E Karniadakis, Locally adaptive activation functions …

python library to process and visualize numerical-analysis-geometries

Lightweight library in C++ to simplify the composition of Bezier-splines

A library for scientific machine learning and physics-informed learning

Animation engine for explanatory math videos