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@ai2es NSF AI Institute for Research on Trustworthy AI in Weather, Climate, and Coastal Oceanography (AI2ES)

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    30 repositories

    • ptype-web

      Public
      ML Precipitation Type Interactive Viewer
      JavaScript
      •0•0•0•0•Updated Jun 29, 2026Jun 29, 2026

    • ZR-relationship

      Public
      Jupyter Notebook
      •
      Creative Commons Zero v1.0 Universal
      •0•1•0•46•Updated May 19, 2026May 19, 2026

    • forecast_error_hrrr

      Public
      Machine learning framework for predicting and analyzing numerical weather prediction (NWP) forecast errors using mesonet observations, with a focus on improving…
      Python
      •
      MIT License
      •0•0•0•0•Updated Apr 30, 2026Apr 30, 2026

    • boltcast

      Public
      Lightning forecasting for CONUS at a multi-day scale
      Python
      •
      MIT License
      •0•1•0•0•Updated Jan 19, 2026Jan 19, 2026

    • ptype-physical

      Public
      Jupyter Notebook
      •
      Creative Commons Zero v1.0 Universal
      •4•4•0•0•Updated Nov 22, 2025Nov 22, 2025

    • fronts

      Public
      Python
      •
      Creative Commons Zero v1.0 Universal
      •4•13•1•1•Updated Sep 18, 2025Sep 18, 2025

    • tornado_jtti

      Public
      Jupyter Notebook
      •
      Creative Commons Zero v1.0 Universal
      •0•0•0•0•Updated Aug 10, 2025Aug 10, 2025

    • miles-guess

      Public
      Machine learning models for estimating aleatoric and epistemic uncertainty with evidential and ensemble methods.
      machine-learningaineural-networks
      machine-learningaineural-networksbayesianuncertainty-quantificationevidential-deep-learningepistemic-uncertainty
      Jupyter Notebook
      •
      Creative Commons Zero v1.0 Universal
      •10•30•2•0•Updated Jul 9, 2025Jul 9, 2025

    • sharpness

      Public
      Project to understand sharpness of meteorological and model imagery
      Jupyter Notebook
      •
      Creative Commons Zero v1.0 Universal
      •1•7•2•2•Updated May 7, 2025May 7, 2025

    • WAF_ML_Tutorial_Part2

      Public
      Python code to assist in familiarizing meteorologists with machine learning
      pythonmachine-learningtutorial
      pythonmachine-learningtutorialdeep-learningradarmeteorologysatellite-imagerythunderstorm
      Jupyter Notebook
      •
      Creative Commons Zero v1.0 Universal
      •13•36•1•0•Updated Dec 31, 2024Dec 31, 2024

    • utorview

      Public
      WoFS UNet Tornado Guidance Viewer
      HTML
      •
      Creative Commons Zero v1.0 Universal
      •2•2•1•0•Updated Nov 19, 2024Nov 19, 2024

    • hail

      Public
      Jupyter Notebook
      •
      Creative Commons Zero v1.0 Universal
      •0•2•0•0•Updated Jul 30, 2024Jul 30, 2024

    • auto-patcher

      Public
      Python
      •
      Creative Commons Zero v1.0 Universal
      •0•1•0•0•Updated Jun 23, 2024Jun 23, 2024

    • hradar2updraft

      Public
      A machine learning method to retrieve storm updrafts from ground-based radars
      Python
      •
      Creative Commons Zero v1.0 Universal
      •0•5•0•0•Updated Mar 15, 2024Mar 15, 2024

    • keras-unet-collection

      Public
      The Tensorflow, Keras implementation of U-net, V-net, U-net++, UNET 3+, Attention U-net, R2U-net, ResUnet-a, U^2-Net, TransUNET, and Swin-UNET with optional Ima…
      Python
      •
      MIT License
      •185•2•0•0•Updated Sep 20, 2023Sep 20, 2023

    • evidential

      Public
      Exploring deep evidential methods
      Jupyter Notebook
      •
      Creative Commons Zero v1.0 Universal
      •0•3•0•1•Updated Sep 6, 2023Sep 6, 2023

    • nautilus-examples-and-setup

      Public
      Shell
      •0•0•0•0•Updated Jun 15, 2023Jun 15, 2023

    • AI2ES_5MinGrid

      Public
      Python
      •0•0•0•0•Updated May 24, 2023May 24, 2023

    • evidential-apps

      Public
      Applications of the evidential models
      Python
      •
      Creative Commons Zero v1.0 Universal
      •0•0•0•0•Updated Apr 25, 2023Apr 25, 2023

    • AI2ES-DL

      Public
      example deep learning pipeline for OSCER written in Tensorflow
      Python
      •0•0•0•0•Updated Apr 16, 2023Apr 16, 2023

    • WAF_ML_Tutorial_Part1

      Public
      Python code to assist in familiarizing meteorologists with machine learning
      pythonmachine-learningtutorial
      pythonmachine-learningtutoriallightningradarmeteorologysatellite-imagerythunderstorm
      Jupyter Notebook
      •
      Creative Commons Zero v1.0 Universal
      •24•65•2•0•Updated Feb 27, 2023Feb 27, 2023

    • tai4es-trustathon-2022

      Public
      Trust-A-Thon materials for the Trustworthy AI for Environmental Science Summer School
      Jupyter Notebook
      •
      Creative Commons Zero v1.0 Universal
      •24•24•1•0•Updated Jul 26, 2022Jul 26, 2022

    • time-series

      Public
      Umbrella directory for time-series investigations
      Python
      •
      Creative Commons Zero v1.0 Universal
      •0•0•0•0•Updated Jun 28, 2022Jun 28, 2022

    • ai2es-template

      Public template
      Python
      •
      Creative Commons Zero v1.0 Universal
      •3•1•2•0•Updated Apr 13, 2022Apr 13, 2022

    • ai2es.github.io

      Public
      HTML
      •0•0•0•0•Updated Mar 29, 2022Mar 29, 2022

    • build_test

      Public
      Python
      •
      Creative Commons Zero v1.0 Universal
      •0•0•0•0•Updated Dec 8, 2021Dec 8, 2021

    • FogNet

      Public
      Fog Prediction using 3D CNN with dense block and attention
      Python
      •
      MIT License
      •9•0•0•0•Updated Nov 15, 2021Nov 15, 2021

    • py-mint

      Public
      Python scripts for machine learning interpretability methods
      Python
      •
      MIT License
      •2•0•0•0•Updated Nov 11, 2021Nov 11, 2021

    • winter_reu_2021

      Public
      Jupyter Notebook
      •
      Creative Commons Zero v1.0 Universal
      •0•1•0•0•Updated Aug 13, 2021Aug 13, 2021

    • codingquestions

      Public
      Python
      •
      Creative Commons Zero v1.0 Universal
      •0•0•0•0•Updated Jun 23, 2021Jun 23, 2021
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