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CIRA Machine Learning (ML) home

Explore the topics below to learn more about CIRA’s ML activities.

ML Overview

  • CIRA’s ML philosophy, key expertise, core activities and educational resources.


  • The emergence of fully AI-based global weather prediction models raises many questions. We run and visualize some of these locally, and are developing a research agenda for their evaluation.
Logo for AI4WP


  • ML related to inferring cloud properties


  • Machine Learning for Tropical Cyclones


  • Machine Learning related to VIIRS Day Night Band


  • Machine Learning for Data Assimilation


  • Machine Learning for Radiative Transfer


  • Machine Learning for Soundings (vertical profiles of temperature and dewpoint)

AI Institute

  • CIRA’s role in the NSF AI Institute for Research on Trustworthy AI in Weather, Climate, and Coastal Oceanography (AI2ES)

News and Announcements

AMS Annual Meeting – Jan 2022 – 21st Conference on Artificial Intelligence for Environmental Science (AMS AI):

CIRA is involved in many sessions.  Follow this link to find many of them in the AMS program.

Recent papers:

Recent Preprints: