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Starred repositories

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Evaluation pipelines and components to support the WeatherReal benchmark dataset for weather forecast verification.

Python 9 Updated Oct 1, 2024

Implementation of the Aurora model for Earth system forecasting

Python 266 35 Updated Dec 12, 2024

A Python package for interactive mapping and geospatial analysis with minimal coding in a Jupyter environment

Python 3,234 390 Updated Dec 14, 2024

scores: Metrics for the verification, evaluation and optimisation of forecasts, predictions or models.

Jupyter Notebook 85 26 Updated Dec 11, 2024

Hybrid ML + physics model of the Earth's atmosphere

Python 717 83 Updated Dec 13, 2024

Large-scale Time-series Dataset Towards Next-Generation Global Station Weather Forecasting Benchmark

Python 50 1 Updated Oct 1, 2024

Official repository of the xLSTM.

Python 1,540 109 Updated Dec 11, 2024

Software to work with the TorNet dataset

Jupyter Notebook 52 11 Updated Nov 27, 2024

Kolmogorov Arnold Networks

Jupyter Notebook 15,206 1,413 Updated Dec 11, 2024

[ICLR 2024] Scaling physics-informed hard constraints with mixture-of-experts.

Python 27 3 Updated Jun 21, 2024

Neighborhood Attention Extension. Bringing attention to a neighborhood near you!

Cuda 383 31 Updated Dec 2, 2024

Open-source framework for uncertainty and deep learning models in PyTorch 🌱

Python 317 20 Updated Dec 9, 2024

For calculating global feature importance using Shapley values.

Python 256 34 Updated Dec 9, 2024

Implementation of the PyTorch version of the Weather Deep Learning Model Zoo.

Python 55 15 Updated May 1, 2024
Jupyter Notebook 228 17 Updated Dec 7, 2024

A benchmark for the next generation of data-driven global weather models.

Python 466 48 Updated Dec 7, 2024

Generative Models by Stability AI

Python 24,861 2,764 Updated Sep 4, 2024

Run AI NWP forecasts hassle-free, serverless in the cloud!

Python 109 8 Updated Mar 26, 2024

Earth-2 Model Intercomparison Project (MIP) is a python framework that enables climate researchers and scientists to inter-compare AI models for weather and climate.

Python 210 49 Updated Dec 6, 2024

Massively parallel training of machine-learning based weather and climate models

Python 238 33 Updated Oct 15, 2024

🎨 A succinct matplotlib wrapper for making beautiful, publication-quality graphics

Python 1,118 104 Updated Aug 20, 2024

Machine learning models for estimating aleatoric and epistemic uncertainty with evidential and ensemble methods.

Jupyter Notebook 23 4 Updated Sep 17, 2024

Understanding Deep Learning - Simon J.D. Prince

Jupyter Notebook 6,685 1,392 Updated Dec 2, 2024

Implementation of MetNet-3, SOTA neural weather model out of Google Deepmind, in Pytorch

Python 206 27 Updated Nov 16, 2023

A PyTorch library entirely dedicated to neural differential equations, implicit models and related numerical methods

Jupyter Notebook 1,411 131 Updated May 2, 2024

Research Software for Neural Weather Prediction for Limited Area Modeling

Python 126 50 Updated Dec 6, 2024

An Xarray extension for Google Earth Engine

Python 258 29 Updated Nov 18, 2024

An Online Deep Learning Interface for HPC programs on NVIDIA GPUs

C++ 157 20 Updated Dec 2, 2024

Encoding physics to learn reaction-diffusion processes

Python 90 18 Updated Aug 28, 2023
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