physics-informed-machine-learning topic
harmonic-oscillator-pinn
Code accompanying my blog post: So, what is a physics-informed neural network?
awesome-pinns
A carefully curated collection of high-quality libraries, projects, tutorials, research papers, and other essential resources focused on Physics-Informed Machine Learning (PIML) and Physics-Informed N...
harmonic-oscillator-pinn-workshop
Introductory workshop on PINNs using the harmonic oscillator
Neural-Lithography
Official implementation of Neural Lithography (SIGGRAPH Asia 2023)
separable-operator-networks
Official repo for separable operator networks -- extreme-scale operator learning for parametric PDEs.
scalable-pinns-workshop
Workshop on designing efficient and scalable physics-informed neural networks with JAX
Deep-Learning-Constitutive-Model
A physics-informed deep learning (DL)-based constitutive model for investigating epoxy based composites under different ambient conditions.