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Added notebook to demonstrate use of Clay embeddings on Sentinel-1 imagery for earthquake detection

anindabitm and others added 2 commits August 1, 2024 16:38
Added notebook to demonstrate use of Clay embeddings on Sentinel-1 imagery for earthquake detection
@srmsoumya
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Thank you, @anindabitm, for the well-formatted and clean notebook.

Before we proceed with merging the pull request, here are a few additions I recommend:

  • Please include a brief description of the dataset and the problem statement to give context to anyone reviewing this work.
  • It would be beneficial to elaborate on our approach using the CLAY model. Specifically, explain how we're utilizing CLAY embeddings for analyzing pre/post-earthquake scenarios and the rationale behind building a classifier on top of these embeddings.
  • Could you switch to using the actual validation and test sets? This change will help in providing a more accurate evaluation of the embeddings' effectiveness and their performance relative to the leaderboard.
  • Lastly, some insights into the time required to generate these embeddings and to train a robust model using them would be valuable for understanding the computational efficiency and feasibility of our approach.

Looking forward to the updates, and thank you for all your hard work.

anindabitm and others added 2 commits August 7, 2024 13:46
@anindabitm
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Thanks @srmsoumya for your inputs. I have updated the notebook. Request you to please review

@srmsoumya srmsoumya requested a review from yellowcap August 13, 2024 08:13
@lauracchen
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@yellowcap is this ready to be merged?

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3 participants