A Scalable AI Training Platform for Remote Sensing Data

These slides I presented at AGILE 2023 confernece in Delft. They show our work on a scalable platform for AI training based on the example of remote sensing data.
Workflow management systems like Steep are well suited for such use cases. They can flexibly provide computational power and can be easily extended to cover the additional requirements of AI training (like reproducibility).
https://doi.org/10.5194/agile-giss-4-53-2023

Transcript

1. A Scalable AI Training Platform for Remote Sensing Data
   —
   June 15th, 2023
   Hendrik M. Würz, Kevin Kocon, Barbara Pedretscher, Eva Klien, Eva Eggeling
   

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2. Public
   IGD-Folienvorlage-de.potx, Version 3.4, 17.06.2022
   © Fraunhofer IGD
   2023-06-15
   Page 2
   Forest Shape File from Bayerische Vermessungsverwaltung CC BY 4.0
   Satellite image produced from ESA remote sensing data. Copernicus Sentinel 2, Captured 2022-06-15, Retrieved from SciHub 2023-05-05
   

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3. Public
   IGD-Folienvorlage-de.potx, Version 3.4, 17.06.2022
   © Fraunhofer IGD
   2023-06-15
   Page 3
   Forest Shape File from Bayerische Vermessungsverwaltung CC BY 4.0
   Satellite image produced from ESA remote sensing data. Copernicus Sentinel 2, Captured 2022-06-15, Retrieved from SciHub 2023-05-05
   

   View Slide

4. Public
   IGD-Folienvorlage-de.potx, Version 3.4, 17.06.2022
   © Fraunhofer IGD
   2023-06-15
   Page 4
   Forest Shape File from Bayerische Vermessungsverwaltung CC BY 4.0
   Satellite image produced from ESA remote sensing data. Copernicus Sentinel 2, Captured 2022-06-15, Retrieved from SciHub 2023-05-05
   On-Premises
   Flexibility
   Reproducibility &
   Versioning
   Language
   agnostic
   

   View Slide

5. Public
   IGD-Folienvorlage-de.potx, Version 3.4, 17.06.2022
   © Fraunhofer IGD
   2023-06-15
   Page 5
   On-Premises
   Flexibility
   Reproducibility &
   Versioning
   Language
   agnostic
   Architecture
   

   View Slide

6. Public
   IGD-Folienvorlage-de.potx, Version 3.4, 17.06.2022
   © Fraunhofer IGD
   2023-06-15
   Page 6
   On-Premises
   Flexibility
   Reproducibility &
   Versioning
   Language
   agnostic
   Architecture
   

   View Slide

7. Public
   IGD-Folienvorlage-de.potx, Version 3.4, 17.06.2022
   © Fraunhofer IGD
   2023-06-15
   Page 7
   On-Premises
   Flexibility
   Reproducibility &
   Versioning
   Language
   agnostic
   Architecture
   

   View Slide

8. Public
   IGD-Folienvorlage-de.potx, Version 3.4, 17.06.2022
   © Fraunhofer IGD
   2023-06-15
   Page 8
   On-Premises
   Flexibility
   Reproducibility &
   Versioning
   Language
   agnostic
   Architecture
   

   View Slide

9. Public
   IGD-Folienvorlage-de.potx, Version 3.4, 17.06.2022
   © Fraunhofer IGD
   2023-06-15
   Page 9
   On-Premises
   Flexibility
   Reproducibility &
   Versioning
   Language
   agnostic
   Architecture
   

   View Slide

10. Public
    IGD-Folienvorlage-de.potx, Version 3.4, 17.06.2022
    © Fraunhofer IGD
    2023-06-15
    Page 10
    On-Premises
    Flexibility
    Reproducibility &
    Versioning
    Language
    agnostic
    Architecture
    

    View Slide

11. Thank you for
    listening
    —
    

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12. Contact
    —
    Hendrik M. Würz
    GEO Department
    hendrik.martin.wuerz@igd.fraunhofer.de
    Fraunhofer IGD
    Fraunhoferstraße 5
    64283 Darmstadt, Germany
    www.igd.fraunhofer.de
    

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13. Public
    IGD-Folienvorlage-de.potx, Version 3.4, 17.06.2022
    © Fraunhofer IGD
    2023-06-15
    Page 13
    Forest Shape File from Bayerische Vermessungsverwaltung CC BY 4.0 https://geodaten.bayern.de/opengeodata/OpenDataDetail.html?pn=tatsaechlichenutzung (Retrieved 2023-05-05)
    Satellite image produced from ESA remote sensing data. Copernicus Sentinel 2, Captured 2022-06-15, Retrieved from SciHub 2023-05-05
    Gear Icon by Design Circle - Flaticon, Faticon license https://www.flaticon.com/de/kostenloses-icon/zahnrad_7424705 (Retrieved 2023-05-05)
    AI Icon by Freepik - Flaticon, Flaticon license https://www.flaticon.com/de/kostenloses-icon/ki_5207500 (Retrieved 2023-05-05)
    Checkmark by Google (modified) - Flaticon, CC 3.0 BY, https://www.flaticon.com/de/kostenloses-icon/prufzeichen_60516 (Retrieved 2023-05-15)
    Image Sources
    

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14. Public
    IGD-Folienvorlage-de.potx, Version 3.4, 17.06.2022
    © Fraunhofer IGD
    2023-06-15
    Page 14
    Training Workflow
    

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15. Public
    IGD-Folienvorlage-de.potx, Version 3.4, 17.06.2022
    © Fraunhofer IGD
    2023-06-15
    Page 15
    Usage Workflow
    

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