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Building geospatial foundation models via continual pretraining

Amazon just built geospatial foundation models that change remote sensing forever—here's why sustainable ML matters.

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Why it matters

Amazon Science is advancing foundation models for geospatial/remote-sensing applications through continual pretraining, addressing sustainability in ML—a competitive differentiator for enterprise AI deployments in climate tech, agriculture, and infrastructure sectors.

The key facts

10 to know
  1. New approach: continual pretraining for geospatial foundation models

  2. Focus on sustainable machine learning

  3. Application domain: remote-sensing

  4. Source: Amazon Science (Amazon's R&D division)

  5. Published Feb 2024

  6. Amazon Science research on geospatial foundation models

  7. Continual pretraining methodology for sustainable ML

  8. Remote-sensing applications focus

  9. Published Feb 7, 2024 on Amazon Science blog

  10. Potential enterprise deployment implications for earth observation, agriculture, urban planning

Go to the source

Amazon Scienceamazon.science

Publisher excerpt: New approach enables sustainable machine learning for remote-sensing applications.
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