ai2cm / indexLinks
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- Research and experiments for downscaling climate/weather data via generative learning☆37Updated 3 years ago
- Easy emulating of geophysical models including (but not limited to!) Earth System Models.☆59Updated 9 months ago
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- material for the CSU-led machine learning tutorial for earth science research☆91Updated 3 years ago
- A ML-oriented generic patcher for xarray data structures.☆19Updated 10 months ago
- Simple examples of data pipelines from xarray to ML training☆22Updated 6 years ago
- A simple way to evaluate Copernicus Climate Change (C3S) seasonal forecasts monthly data☆13Updated 3 years ago
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- 🌎 A curated list of Earth system datasets for the machine learning and weather, climate, ice, ocean, etc. community.☆27Updated 3 years ago
- Extended Sea Ice Outlook☆11Updated 6 years ago
- ECMWF Summer of Weather Code 2020 challenges☆49Updated 4 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
- a toolbox for Earth System Model analysis☆29Updated 4 years ago
- a collection of remote climate data accessed via intake cached to disk☆19Updated 2 months ago
- Benchmarking of machine learning and numerical weather prediction (MLWP & NWP) models, with a focus on extreme events.☆90Updated this week
- Forecasting wildfire danger using deep learning.☆56Updated 3 years ago
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- Tutorial created by Chelle Gentemann for Ocean Sciences 2020 Meeting☆34Updated 4 years ago
- A python course intended to provide a thorough grounding for those working in the earth sciences☆37Updated 8 years ago
- An organizational meta-repo with pointers to all of the myriad educational materials available today (in any form)☆32Updated 5 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
- A project on how to incorporate physics constraints into deep learning architectures for downscaling or other super--resolution tasks.☆93Updated 10 months ago
- ML Datasets Catalog☆59Updated 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 7 years ago
- Python wrapper for the FV3-based global climate model☆29Updated 3 years ago
- Python package based on PyTorch and Dask for efficient and parallelized data assimilation of weather model data and observations on GPUs.☆15Updated last month
- Materials for the Machine Learning in Python for Environmental Science Problems AMS 2020 Short Course☆29Updated 5 years ago
- Climate Analytics using Deep Neural Networks in Python.☆66Updated 2 years ago
- A next-generation climate information system that uses large language models (LLMs) alongside high-resolution climate model data, scienti…☆54Updated last week
- R&D Python package for processing ICON data with xarray☆10Updated 2 years ago