PINN Research and Resources

Tutorials on deep learning, Python, and dissipative particle dynamics

physics-informed neural network and inverse physics-informed neural network

Generative Pre-Trained Physics-Informed Neural Networks Implementation

DEPRECATED, now in sktime - companion package for deep learning based on TensorFlow

Code for "Neural Controlled Differential Equations for Irregular Time Series" (Neurips 2020 Spotlight)

Elegant easy-to-use neural networks + scientific computing in JAX. https://docs.kidger.site/equinox/

A demo webapp to convert images and videos into cartoon!

Clone a voice in 5 seconds to generate arbitrary speech in real-time

Training and Evaluation Code for Neural Volumes

[CVPR2020] Adversarial Latent Autoencoders

Learning Convolutional Neural Networks with Interactive Visualization.

ECCV'20 paper `In-Domain GAN Inversion for Real Image Editing` code (PyTorch version)

A topic-centric list of HQ open datasets.

Sample of Python codes from mathematical problems

Starter repository for the Introductions to API course

Deploy a ML model with Flask to Heroku

Code for YouTube series: Deep Learning for Audio Classification

DeepVis Toolbox

Tools to Design or Visualize Architecture of Neural Network