modons / DL-weather-dynamicsLinks
☆23Updated this week
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 11 months ago
- ☆15Updated this week
- ☆24Updated 3 months ago
- Ai2 Climate Emulator: fast machine learning models for weather and climate prediction☆181Updated this week
- Benchmarking of machine learning and numerical weather prediction (MLWP & NWP) models, with a focus on extreme events.☆97Updated last week
- How to predict extreme events in climate using rare event algorithms and modern tools of machine learning☆24Updated 10 months ago
- Lorenz 1996 two time-scale model for learning machine learning☆58Updated 3 weeks ago
- Python package based on PyTorch and Dask for efficient and parallelized data assimilation of weather model data and observations on GPUs.☆17Updated 2 months ago
- Uncertainty quantification for machine learning at Cooperative Institute for Research in the Atmosphere☆20Updated 3 years ago
- Run AI NWP forecasts hassle-free, serverless in the cloud!☆116Updated last year
- A project on how to incorporate physics constraints into deep learning architectures for downscaling or other super--resolution tasks.☆95Updated 11 months ago
- Official repo for "The impact of internal variability on benchmarking deep learning climate emulators" in JAMES25 (public)☆21Updated 4 months ago
- A generative foundation model for the kilometer-scale atmosphere☆93Updated last month
- ML Datasets Catalog☆60Updated 2 years ago
- Find and load data from the Brightband AI-ready mirror of the NOAA NASA Joint Archive (NNJA) of Observations for Earth System Reanalysis☆64Updated last month
- ☆110Updated last year
- Climate Analytics using Deep Neural Networks in Python.☆67Updated 2 years ago
- A ML-oriented generic patcher for xarray data structures.☆19Updated 11 months ago
- Python wrapper for the FV3-based global climate model☆29Updated 3 years ago
- Pythie is a Python package to postprocess weather forecasts. Presently, it contains the modules: MBM: a module to make member-by-member e…☆11Updated 3 years ago
- ☆20Updated 7 months ago
- A plugin for climetlab to retrieve the Eumetnet postprocessing benchmark dataset.☆32Updated last month
- A collection aiming to bring all the amazing work of Deep Learning for Climate Super-res together.☆106Updated 11 months ago
- Notes and practicals for my "Physics of the Climate System" lecture☆29Updated last year
- Making it far easier to read in and work with large volumes of climate model output from CMIP5/6☆21Updated 5 years ago
- Research and experiments for downscaling climate/weather data via generative learning☆38Updated 3 years ago
- This repository contains the code and data for the paper "Local Off-Grid Weather Forecasting with Multi-Modal Earth Observation Data".☆54Updated 4 months ago
- A Python package for tackling diverse environmental prediction tasks with NPs.☆121Updated last month
- TECA, theToolkit for Extreme Climate Analysis, contains a collection of climate anlysis algorithms targetted at extreme event detection a…☆63Updated 2 months 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