RolnickLab / ClimateSet
A Large-Scale Climate Model Dataset for Machine Learning
☆25Updated 7 months ago
Alternatives and similar repositories for ClimateSet:
Users that are interested in ClimateSet are comparing it to the libraries listed below
- A comparison of linear regression vs. deep learning for emulating climate models in the presence of internal variability. (public)☆14Updated 2 months ago
- 🌎 A curated list of Earth system datasets for the machine learning and weather, climate, ice, ocean, etc. community.☆23Updated 2 years ago
- Lightweight library for probabilistic forecast evaluation and optimization.☆52Updated last week
- The default repo for wiki and issues relating to the AI4ER CDT☆9Updated 4 years ago
- Python version of the CICERO-SCM simple climate model/emulator☆21Updated last week
- 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
- ☆17Updated 6 months ago
- ☆20Updated 10 months ago
- 🌍 A curated list of MIT faculty that tackle climate change with machine learning for applying students, undergraduates, or others☆48Updated 2 months ago
- Research and experiments for downscaling climate/weather data via generative learning☆34Updated 3 years ago
- How to predict extreme events in climate using rare event algorithms and modern tools of machine learning☆21Updated 3 weeks ago
- Cloud modelling (Manchester Prize)☆14Updated 3 weeks ago
- Documentation for Pangeo CMIP6 data stored in GCP/AWS cloud☆17Updated 2 months ago
- A Python package for tackling diverse environmental prediction tasks with NPs.☆107Updated this week
- IGARSS 2024 Tutorial "A Practical Session on Deep Learning Advances for Monitoring and forecasting Natural Hazards"☆26Updated 9 months ago
- Ai2 Climate Emulator☆91Updated 2 months ago
- XRO: Extended nonlinear Recharge Oscillator model☆16Updated last month
- ☆90Updated last year
- ☆10Updated this week
- A daily stochastic weather generator based on resampling methodology☆38Updated 8 months ago
- Examples of CMIP6 cloud data analysis with Pangeo☆24Updated 11 months ago
- Programmatic access to the ESGF holdings☆15Updated 3 weeks ago
- Notes and practicals for my "Physics of the Climate System" lecture☆27Updated 8 months ago
- A Python package to facilitate synthesis and analysis of Earth system data.☆11Updated last week
- machine learning for the atmospheric sciences - a CSU course☆32Updated last year
- A project on how to incorporate physics constraints into deep learning architectures for downscaling or other super--resolution tasks.☆84Updated 2 months ago
- Benchmarking of weather forecasts based on station observations☆73Updated last week
- This repository contains the code and data for the paper "Multi-Modal Graph Neural Networks for Localized Off-Grid Weather Forecasting".☆39Updated 5 months ago
- An open, reproducible and transferable workflow to assess and anticipate climate extremes beyond the observed record☆17Updated last year
- ☆50Updated last week