MACHINE INTEGRATION AND LEARNING FOR EARTH SYSTEMS

The mission of the Machine Integration and Learning for Earth Systems (MILES) group is to integrate machine learning throughout community Earth System Science (ESS) modeling and observation pipelines in order to refine our understanding of the Earth System, improve the prediction of weather and climate phenomena and their associated impacts, and enhance the capabilities of community observation, modeling and computing facilities. This mission will be accomplished through

  • Researching and developing cutting-edge machine learning approaches for challenges that strategically expand NCAR’s and the broader ESS community’s ability to observe and model the Earth System.
  • Building and sustaining key partnerships with scientists and stakeholders throughout NCAR’s labs, the university community, government agencies, and private companies.
  • Developing robust machine learning infrastructure and community benchmark evaluations and datasets that can interface with critical ESS modeling and observation systems.
  • Educating and empowering a diverse group of ESS students, researchers, and stakeholders on how best to integrate machine learning into their domains through tutorials, workshops, internships, collaborations, and co-development.

MILES Core

team-member

David John Gagne II

Machine Learning Scientist II (Lead)

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John Schreck

Machine Learning Scientist II

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Charlie Becker

Associate Data Scientist II

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Gabrielle Gantos

Associate Data Scientist II

MILES+

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Mariana Cains

Postdoctoral Fellow II (MMM)

team-member

William Chapman

Project Scientist I (CGD)

team-member

Da Fan

Visitor (Penn State)

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Kirsten Mayer

Project Scientist I (CGD)

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Thomas Martin

AI/ML Software Engineer (Unidata)

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Jacob Radford

Research Associate (CIRA)

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Chris Wirz

Risk Communication Postdoctoral Researcher (MMM)

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Julie Demuth

Project Scientist III (MMM)

ALUMNI

alumni-member

Keely Lawrence

Intern

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Gunther Wallach

Intern

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Eliot Kim

SiParcs Intern

alumni-member

Justin Willson

SiParcs Intern

alumni-member

Prahalath Anbu Bharathi

SiParcs Intern

alumni-member

Omar Chaarawi

SiParcs Intern