ai2cm / index
An index of our repositories
☆20Updated 3 years ago
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- Simple examples of data pipelines from xarray to ML training☆22Updated 5 years ago
- ECMWF Summer of Weather Code 2020 challenges☆49Updated 3 years ago
- Research and experiments for downscaling climate/weather data via generative learning☆34Updated 3 years ago
- Easy emulating of geophysical models including (but not limited to!) Earth System Models.☆56Updated last month
- Code for neural network parameterization project☆74Updated 4 years ago
- Benchmarking of machine learning and numerical weather prediction (MLWP & NWP) models, with a focus on extreme and discrete meteorologica…☆44Updated this week
- Python code for "Applications of Deep Learning to Ocean Data Inference and Sub-Grid Parameterisation" (https://doi.org/10.1029/2018MS0014…☆48Updated 6 years ago
- material for the CSU-led machine learning tutorial for earth science research☆89Updated 2 years ago
- Ai2 Climate Emulator☆91Updated 2 months ago
- A project on how to incorporate physics constraints into deep learning architectures for downscaling or other super--resolution tasks.☆84Updated last month
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- Python package based on PyTorch and Dask for efficient and parallelized data assimilation of weather model data and observations on GPUs.☆12Updated 2 months ago
- Tutorial created by Chelle Gentemann for Ocean Sciences 2020 Meeting☆32Updated 3 years ago
- An organizational meta-repo with pointers to all of the myriad educational materials available today (in any form)☆32Updated 4 years ago
- ☆14Updated 4 years ago
- TECA, theToolkit for Extreme Climate Analysis, contains a collection of climate anlysis algorithms targetted at extreme event detection a…☆60Updated this week
- a benchmark dataset for training and evaluating global cloud classification models.☆29Updated last year
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- Lorenz 1996 two time-scale model for learning machine learning☆50Updated 2 months ago
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- 🌎 A curated list of Earth system datasets for the machine learning and weather, climate, ice, ocean, etc. community.☆22Updated 2 years ago
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- This is a repository of my python notebooks that may be of general interest.☆19Updated 2 months ago