blutjens / awesome-earth-system-ml
π A curated list of Earth system datasets for the machine learning and weather, climate, ice, ocean, etc. community.
β23Updated 2 years ago
Alternatives and similar repositories for awesome-earth-system-ml:
Users that are interested in awesome-earth-system-ml are comparing it to the libraries listed below
- A High-Performance Data Science Toolkit for the Earth Sciencesβ67Updated 10 months ago
- Examples of CMIP6 cloud data analysis with Pangeoβ24Updated 11 months ago
- Flexible and user-friendly toolkit for the bias correction of climate models and associated evaluation.β57Updated last week
- A high-level python package integrating expert knowledge and artificial intelligence to boost (sub) seasonal forecastingβ21Updated 6 months ago
- A python course intended to provide a thorough grounding for those working in the earth sciencesβ35Updated 7 years ago
- The Land Variational Ensemble Data Assimilation fRamework (LaVEnDAR) implements the method of Four-Dimensional Ensemble Variational data β¦β19Updated 3 years ago
- Materials for the Machine Learning in Python for Environmental Science Problems AMS 2020 Short Courseβ29Updated 5 years ago
- Replication code and data links for Schwarzwald and Lenssen, 2022, The importance of internal climate variability in climate impact projeβ¦β12Updated last year
- Easy emulating of geophysical models including (but not limited to!) Earth System Models.β56Updated last month
- machine learning for the atmospheric sciences - a CSU courseβ32Updated last year
- xarrayMannKendall is a module to compute the significance of linear trends over 2D and 3D arrays using the Mann-Kendall method.β23Updated 2 years ago
- Columbia tropical cyclone HAZard model (CHAZ)β25Updated 9 months ago
- Xarray version of Marine Heatwaves code by Eric Olivierβ24Updated last year
- Notes and practicals for my "Physics of the Climate System" lectureβ27Updated 8 months ago
- A lightweight interface for working with the Weather Research and Forecasting (WRF) model output in Xarray.β63Updated 2 weeks ago
- Jupyter notebooks for WRF-Hydro trainingsβ53Updated 8 months ago
- Python code to manage ERA5 downloads at NCIβ32Updated 4 years ago
- Ai2 Climate Emulatorβ91Updated 2 months ago
- year when a certain warming level was reached in CMIP5 and CMIP6 dataβ26Updated last year
- A project on how to incorporate physics constraints into deep learning architectures for downscaling or other super--resolution tasks.β84Updated 2 months ago
- Tutorial on building and using effective colormaps in climate scienceβ35Updated 5 years ago
- Research and experiments for downscaling climate/weather data via generative learningβ34Updated 3 years ago
- Short course on interactive analysis of Big Earth Data with Jupyter Notebooksβ31Updated 6 years ago
- Flexible Snow Model - a multi-physics energy balance model of accumulation and melt of snow on the ground and in forest canopiesβ27Updated last month
- β26Updated 10 months ago
- MuSA: The Multiple Snow Assimilation systemβ20Updated 2 weeks ago
- a toolbox for Earth System Model analysisβ29Updated 3 years ago
- A format-agnostic Python interface for geospatial dataβ66Updated this week
- Python package based on PyTorch and Dask for efficient and parallelized data assimilation of weather model data and observations on GPUs.β12Updated 2 months ago
- CMIP ENSO metrics python codeβ31Updated 3 months ago