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INInstitut für Meteorologie und Klimaforschung Atmosphärische Umweltforschung (IMKIFU)

Postdoc(m/w/x)

Garmisch-Partenkirchen
Full-time, Part-timeWith Home OfficeJunior
AI/ML
Data Science

You will advance urban water management by developing generative AI models to reconstruct soil moisture across green roofs, collaborating with municipal partners to shape sustainable city planning.

Requirements

  • PhD in Artificial Intelligence, Machine Learning, or related fields
  • Strong skills in deep neural networks, ideally using pytorch
  • Expertise with large datasets and machine learning workflows
  • Basic knowledge of hydrology, meteorology and remote sensing
  • Demonstrated history of publications in peer-reviewed journals
  • Willingness to travel and assist with sensor maintenance
  • Good command of written and spoken English

Tasks

  • Conceptualize a spatial reconstruction framework using generative AI
  • Develop and benchmark AI-based methods like GANs and transformers
  • Apply spatiotemporal interpolation and kriging techniques
  • Integrate heterogeneous data sources into models
  • Coordinate joint model development with project partners
  • Assist in setting up and maintaining roof sensors
  • Curate and manage collected research data
  • Summarize, present, and publish project results

Education

Doctoral / PhD

Languages

EnglishBusiness Fluent

Tools & Technologies

pytorch

Benefits

Other Benefits

  • Excellent working conditions
  • Specific job-start training

Informal Culture

  • International work environment

Learning & Development

  • Further qualification offers

Flexible Working

  • Flexible working time models
  • Flexitime
  • Work from home
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