Ecosyste.ms: Awesome
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awesome-earth-system-ml
🌎 A curated list of Earth system datasets for the machine learning and weather, climate, ice, ocean, etc. community.
https://github.com/blutjens/awesome-earth-system-ml
- **SEVIR : A Storm Event Imagery Dataset for Deep Learning Applications in Radar and Satellite Meteorology**
- 1
- **CUMULO : A Dataset for Learning Cloud Classes**
- 1
- **RainNet: A Large-Scale Imagery Dataset and Benchmark for Spatial Precipitation Downscaling**
- 1
- **Fast and accurate learned multiresolution dynamical downscaling for precipitation**
- 1
- **ClimateBench** - Parris et al., 22)* \
- 1
- **ClimART: A Benchmark Dataset for Emulating Atmospheric Radiative Transfer in Weather and Climate Models**
- 1
- **PaleoJump: A database for abrupt transitions in past climates**
- 1
- **CMIP6**
- **EarthNet2021x: Forecasting High-Resolution Earth Multispectral Imagery** - Mesa et al., 2021)*
- 1
- **WiSoSuper: Benchmarking Super-Resolution Methods on Wind and Solar Data** - Vendhan et al.,2022)* \
- 1
- **PDEBench: An Extensive Benchmark for Scientific Machine Learning**
- 1
- **RainBench: Towards Data-Driven Global Precipitation Forecasting from Satellite Imagery**
- 1
- **WeatherBench: A benchmark dataset for data-driven weather forecasting**
- 1
- **ERA5**
- FourCastNet
- **PYROCAST: Machine learning pipeline for pyrocumulonimbus (pyroCb) forecasting**
- **Awesome Forests**
- **Awesome Flood Datasets**
- **Awesome satellite imagery datasets**
- **Awesome GIS**
- conservationtech.directory
Programming Languages
Keywords
machine-learning
5
deep-learning
5
climate-change
4
dataset
3
benchmark
2
pytorch
2
neural-networks
2
partial-differential-equations
1
neural-operators
1
navier-stokes-equations
1
jax
1
fluid-dynamics
1
autoregressive-models
1
ai
1
radiative-transfer
1
emulation
1
distributional-shift
1
climart
1
atmospheric-science
1
neurips-2022
1
meteorology
1
nasa-modis
1
nasa-cloudsat
1
esa
1
atmospheric-physics
1
spatial-analysis
1
map
1
gis
1
geotools
1
geospatial-library
1
geospatial
1
geo
1
awesome
1
satellite-imagery
1
remote-sensing
1
object-detection
1
instance-segmentation
1
earth-observation
1
computer-vision
1
forestry
1
ecosystems
1
datasets
1
carbon
1
biodiversity
1
weather-forecast
1
simulation
1
sciml
1
scientific-computing
1
scientific
1
physics-informed-neural-networks
1