ai2es / miles-guessLinks
Machine learning models for estimating aleatoric and epistemic uncertainty with evidential and ensemble methods.
☆29Updated 3 months ago
Alternatives and similar repositories for miles-guess
Users that are interested in miles-guess are comparing it to the libraries listed below
Sorting:
- post-processing experiments with neural networks☆63Updated 3 years ago
- Implementation of convolutional conditional neural processes for statistical downscaling☆33Updated 4 years ago
- Uncertainty quantification for machine learning at Cooperative Institute for Research in the Atmosphere☆19Updated 2 years ago
- ☆40Updated 4 years ago
- ML Datasets Catalog☆58Updated 2 years ago
- ☆33Updated 2 years ago
- A plugin for climetlab to retrieve the Eumetnet postprocessing benchmark dataset.☆31Updated 3 weeks ago
- climetlab plugin to access subseasonal to seasonal (S2S) forecasts for the s2s-ai-challenge☆36Updated 2 years ago
- Testing out Diffusion-based models for weather and PV forecasting☆15Updated 2 weeks ago
- Scripts and examples for the ENS-10 Ensemble Prediction System machine learning dataset☆29Updated 2 years ago
- Satellite Optical Flow with machine learning models☆63Updated last year
- Deep Learning for Post-Processing Ensemble Weather Forecasts☆91Updated 2 years ago
- Beta for Pangeo Postprocessing☆17Updated 5 years ago
- ☆32Updated last month
- Climate Analytics using Deep Neural Networks in Python.☆64Updated 2 years ago
- ☆20Updated 4 months ago
- Stochastic, Recurrent Super-resolution GAN For Downscaling Time-evolving Fields☆73Updated 4 years ago
- GOES-16 Convective Initiation Benchmark☆18Updated 3 years ago
- ☆105Updated last year
- Software for training, running and analyzing a Deep Learning Earth System Model (DLESyM)☆21Updated this week
- Code for neural network parameterization project☆76Updated 5 years ago
- Benchmarking tools for applying AI/ML to data assimilation☆23Updated 4 months ago
- Forecast Verification/Validation Tools in Python☆35Updated 2 years ago
- Notebooks for AI2ES (NSF Institute for Research on Trustworthy Artificial Intelligence in Weather, Climate, and Coastal Oceanography) sho…☆18Updated last year
- A project on how to incorporate physics constraints into deep learning architectures for downscaling or other super--resolution tasks.☆89Updated 8 months ago
- Software to train/evaluate models to reconstruct missing values in climate data (e.g., HadCRUT4) based on a U-Net with partial convolutio…☆89Updated 2 weeks ago
- Neural network loss functions for regression and classification tasks that can say "I don't know".☆13Updated 3 years ago
- This repository contains the code and data for the paper "Local Off-Grid Weather Forecasting with Multi-Modal Earth Observation Data".☆46Updated last month
- SLAMS: Score-based Latent Assimilation in Multimodal Setting☆40Updated last year
- public codes for fusing CNN networks☆23Updated 5 years ago