ai2cm / indexLinks
An index of our repositories
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- material for the CSU-led machine learning tutorial for earth science research☆90Updated 3 years ago
- Easy emulating of geophysical models including (but not limited to!) Earth System Models.☆59Updated 7 months ago
- Simple examples of data pipelines from xarray to ML training☆22Updated 5 years ago
- Tutorial created by Chelle Gentemann for Ocean Sciences 2020 Meeting☆33Updated 4 years ago
- 🌎 A curated list of Earth system datasets for the machine learning and weather, climate, ice, ocean, etc. community.☆26Updated 2 years ago
- ECMWF Summer of Weather Code 2020 challenges☆49Updated 4 years ago
- A High-Performance Data Science Toolkit for the Earth Sciences☆67Updated last year
- A ML-oriented generic patcher for xarray data structures.☆18Updated 8 months ago
- ML Datasets Catalog☆58Updated 2 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
- Making it far easier to read in and work with large volumes of climate model output from CMIP5/6☆21Updated 5 years ago
- R&D Python package for processing ICON data with xarray☆10Updated 2 years ago
- Lorenz 1996 two time-scale model for learning machine learning☆56Updated 3 weeks 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
- A simple way to evaluate Copernicus Climate Change (C3S) seasonal forecasts monthly data☆13Updated 3 years ago
- Benchmarking of machine learning and numerical weather prediction (MLWP & NWP) models, with a focus on extreme events.☆73Updated this week
- Research and experiments for downscaling climate/weather data via generative learning☆35Updated 3 years ago
- An organizational meta-repo with pointers to all of the myriad educational materials available today (in any form)☆32Updated 5 years ago
- Forecasting wildfire danger using deep learning.☆54Updated 3 years ago
- Python package based on PyTorch and Dask for efficient and parallelized data assimilation of weather model data and observations on GPUs.☆14Updated 8 months ago
- ☆22Updated last year
- A project on how to incorporate physics constraints into deep learning architectures for downscaling or other super--resolution tasks.☆89Updated 8 months ago
- Code for neural network parameterization project☆76Updated 5 years ago
- ☆14Updated 5 years ago
- ☆105Updated last year
- TECA, theToolkit for Extreme Climate Analysis, contains a collection of climate anlysis algorithms targetted at extreme event detection a…☆61Updated this week
- Neural network loss functions for regression and classification tasks that can say "I don't know".☆13Updated 3 years ago
- A python course intended to provide a thorough grounding for those working in the earth sciences☆36Updated 8 years ago
- Interactivate plotting of NetCDF data in Python☆13Updated 3 months ago
- a toolbox for Earth System Model analysis☆29Updated 4 years ago