Zhou Fang's repositories
ZhousLab.github.io
Webpage link
arco-era5
Recipes for reproducing Analysis-Ready & Cloud Optimized (ARCO) ERA5 datasets.
deeponet-fno
DeepONet & FNO (with practical extensions)
dilation-CNN
Dilated Convolution for Semantic Image Segmentation
FourCastNet
Initial public release of code, data, and model weights for FourCastNet
gnn-model-explainer
gnn explainer
GNN-Tutorial
Graph Neural Network Tutorial
Graph-U-Nets
Pytorch implementation of Graph U-Nets (ICML19)
graph_weather
PyTorch implementation of Ryan Keisler's 2022 "Forecasting Global Weather with Graph Neural Networks" paper (https://arxiv.org/abs/2202.07575)
GraphMAE
GraphMAE: Self-Supervised Masked Graph Autoencoders in KDD'22
latent-deeponet
Codes for implementing Latent DeepONet for learning operators in latent spaces.
lightning-hydra-template
PyTorch Lightning + Hydra. A very user-friendly template for ML experimentation. ⚡🔥⚡
modulus
Open-source deep-learning framework for building, training, and fine-tuning deep learning models using state-of-the-art Physics-ML methods
neural-lam
Neural Weather Prediction for Limited Area Modeling
PySPOD
A Python package for spectral proper orthogonal decomposition (SPOD).
pytorch-gnn-tutorial-odsc2021
Repository for GNN tutorial using Pytorch and Pytorch Geometric (PyG) for ODSC 2021
Seq2Seq-Deep-Learning-Demo
This is a demo for deep learning for sequence modelling, with some discussions on the theoretical aspects with references to our work.
WeatherBench
A benchmark dataset for data-driven weather forecasting
ZhousLab
readme