modons / DL-weather-dynamicsLinks
☆21Updated last year
Alternatives and similar repositories for DL-weather-dynamics
Users that are interested in DL-weather-dynamics are comparing it to the libraries listed below
Sorting:
- How to predict extreme events in climate using rare event algorithms and modern tools of machine learning☆24Updated 8 months ago
- ☆23Updated last month
- Lorenz 1996 two time-scale model for learning machine learning☆57Updated 3 weeks ago
- Easy emulating of geophysical models including (but not limited to!) Earth System Models.☆59Updated 9 months ago
- Ai2 Climate Emulator☆148Updated last month
- Benchmarking of machine learning and numerical weather prediction (MLWP & NWP) models, with a focus on extreme events.☆81Updated this week
- Official repo for "The impact of internal variability on benchmarking deep learning climate emulators" in JAMES25 (public)☆21Updated 2 months ago
- Run AI NWP forecasts hassle-free, serverless in the cloud!☆115Updated last year
- ☆106Updated last year
- ML Datasets Catalog☆59Updated 2 years ago
- This repository contains the code and data for the paper "Local Off-Grid Weather Forecasting with Multi-Modal Earth Observation Data".☆47Updated 2 months ago
- A project on how to incorporate physics constraints into deep learning architectures for downscaling or other super--resolution tasks.☆93Updated 9 months ago
- Uncertainty quantification for machine learning at Cooperative Institute for Research in the Atmosphere☆19Updated 3 years ago
- ☆20Updated 5 months ago
- A generative foundation model for the kilometer-scale atmosphere☆87Updated this week
- Find and load data from the Brightband AI-ready mirror of the NOAA NASA Joint Archive (NNJA) of Observations for Earth System Reanalysis☆64Updated 2 weeks ago
- Software for training, running and analyzing a Deep Learning Earth System Model (DLESyM)☆22Updated 3 weeks ago
- A Python package for tackling diverse environmental prediction tasks with NPs.☆119Updated 2 months ago
- An open large-scale dataset for training high-resolution physics emulators in hybrid multi-scale climate simulators.☆159Updated 10 months ago
- Data access package for the SubseasonalClimateUSA dataset☆36Updated last year
- Research and experiments for downscaling climate/weather data via generative learning☆36Updated 3 years ago
- Benchmarking tools for applying AI/ML to data assimilation☆24Updated 6 months ago
- A collection aiming to bring all the amazing work of Deep Learning for Climate Super-res together.☆104Updated 9 months ago
- Python package based on PyTorch and Dask for efficient and parallelized data assimilation of weather model data and observations on GPUs.☆14Updated 3 weeks ago
- Python code for "Applications of Deep Learning to Ocean Data Inference and Sub-Grid Parameterisation" (https://doi.org/10.1029/2018MS0014…☆49Updated 7 years ago
- Climate Analytics using Deep Neural Networks in Python.☆66Updated 2 years ago
- Notes and practicals for my "Physics of the Climate System" lecture☆29Updated last year
- Subseasonal forecasting models☆56Updated 10 months ago
- Making it far easier to read in and work with large volumes of climate model output from CMIP5/6☆21Updated 5 years ago
- TECA, theToolkit for Extreme Climate Analysis, contains a collection of climate anlysis algorithms targetted at extreme event detection a…☆64Updated 2 weeks ago