ai2cm / indexLinks
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- Simple examples of data pipelines from xarray to ML training☆22Updated 5 years ago
- material for the CSU-led machine learning tutorial for earth science research☆89Updated 3 years ago
- a benchmark dataset for training and evaluating global cloud classification models.☆29Updated last year
- A ML-oriented generic patcher for xarray data structures.☆18Updated 4 months ago
- Run AI NWP forecasts hassle-free, serverless in the cloud!☆113Updated last year
- ECMWF Summer of Weather Code 2020 challenges☆49Updated 4 years ago
- Easy emulating of geophysical models including (but not limited to!) Earth System Models.☆57Updated 3 months ago
- A High-Performance Data Science Toolkit for the Earth Sciences☆67Updated last year
- Python package based on PyTorch and Dask for efficient and parallelized data assimilation of weather model data and observations on GPUs.☆14Updated 4 months ago
- Benchmarking of machine learning and numerical weather prediction (MLWP & NWP) models, with a focus on extreme events.☆54Updated last week
- ☆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…☆48Updated 6 years ago
- Tutorial created by Chelle Gentemann for Ocean Sciences 2020 Meeting☆32Updated 4 years ago
- Global Ocean Emulator☆29Updated this week
- A simple way to evaluate Copernicus Climate Change (C3S) seasonal forecasts monthly data☆13Updated 3 years ago
- Code for neural network parameterization project☆74Updated 5 years ago
- A next-generation climate information system that uses large language models (LLMs) alongside high-resolution climate model data, scienti…☆41Updated last week
- Research and experiments for downscaling climate/weather data via generative learning☆34Updated 3 years ago
- Lorenz 1996 two time-scale model for learning machine learning☆51Updated 4 months ago
- 🌎 A curated list of Earth system datasets for the machine learning and weather, climate, ice, ocean, etc. community.☆23Updated 2 years ago
- a collection of remote climate data accessed via intake cached to disk☆19Updated 2 months ago
- A dataset plugin for climetlab for the dataset maelstrom-a1☆12Updated last year
- An organizational meta-repo with pointers to all of the myriad educational materials available today (in any form)☆32Updated 4 years ago
- Toolkit for computing 15+ metrics characterising 2D cloud patterns☆16Updated 11 months ago
- Neural Networks based unified physics parameterization for atmospheric models☆4Updated last year
- Explore the High-Resolution Rapid Refresh weather forecast output using Pyviz (hvplot and panel)☆14Updated last year
- Python wrapper for the FV3-based global climate model☆28Updated 3 years ago
- Climate Analytics using Deep Neural Networks in Python.☆62Updated last year
- This is a 'hands-on' tutorial for the RIKEN International School on Data Assimilation (RISDA2018).☆26Updated last year
- Examples of analysis of CESM LENS data publicly available on Amazon S3 (us-west-2 region) using xarray and dask☆45Updated last year