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:
- Easy emulating of geophysical models including (but not limited to!) Earth System Models.☆59Updated 6 months ago
- Lorenz 1996 two time-scale model for learning machine learning☆54Updated last month
- How to predict extreme events in climate using rare event algorithms and modern tools of machine learning☆22Updated 5 months ago
- Ai2 Climate Emulator☆120Updated last week
- A generative foundation model for the kilometer-scale atmosphere☆72Updated last month
- ☆97Updated last year
- Uncertainty quantification for machine learning at Cooperative Institute for Research in the Atmosphere☆18Updated 2 years ago
- ☆18Updated 11 months ago
- Benchmarking of machine learning and numerical weather prediction (MLWP & NWP) models, with a focus on extreme events.☆67Updated this week
- A project on how to incorporate physics constraints into deep learning architectures for downscaling or other super--resolution tasks.☆87Updated 6 months ago
- This repository contains the code and data for the paper "Local Off-Grid Weather Forecasting with Multi-Modal Earth Observation Data".☆43Updated 3 weeks ago
- Run AI NWP forecasts hassle-free, serverless in the cloud!☆114Updated last year
- ☆20Updated 2 months ago
- Climate Analytics using Deep Neural Networks in Python.☆62Updated last year
- ML Datasets Catalog☆58Updated 2 years ago
- Use Deep Learning in Data Assimilation☆50Updated 8 months ago
- Find and load data from the Brightband AI-ready mirror of the NOAA NASA Joint Archive (NNJA) of Observations for Earth System Reanalysis☆62Updated last month
- A challenge on the mapping of satellite altimeter sea surface height data organised by MEOM@IGE, Ocean-Next and CLS.☆38Updated last year
- Data access package for the SubseasonalClimateUSA dataset☆35Updated 10 months ago
- A Python package for tackling diverse environmental prediction tasks with NPs.☆116Updated 3 months ago
- A comparison of linear regression vs. deep learning for emulating climate models in the presence of internal variability. (public)☆19Updated 3 weeks ago
- Python package based on PyTorch and Dask for efficient and parallelized data assimilation of weather model data and observations on GPUs.☆14Updated 7 months ago
- Python wrapper for the FV3-based global climate model☆29Updated 3 years ago
- Python code for "Applications of Deep Learning to Ocean Data Inference and Sub-Grid Parameterisation" (https://doi.org/10.1029/2018MS0014…☆49Updated 6 years ago
- A modular framework for evaluating weather forecasts☆128Updated this week
- An open large-scale dataset for training high-resolution physics emulators in hybrid multi-scale climate simulators.☆156Updated 7 months ago
- Making it far easier to read in and work with large volumes of climate model output from CMIP5/6☆21Updated 4 years ago
- A collection aiming to bring all the amazing work of Deep Learning for Climate Super-res together.☆100Updated 6 months ago
- TECA, theToolkit for Extreme Climate Analysis, contains a collection of climate anlysis algorithms targetted at extreme event detection a…☆61Updated last month
- Python codes for studying predictability and data assimlation with a surface quasi-geostrophic turbulence model☆34Updated 6 months ago