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[TEST-USE] Transfer learning #1967

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Tracked by #1964
guerra2fernando opened this issue Apr 12, 2024 · 0 comments
Closed
7 tasks done
Tracked by #1964

[TEST-USE] Transfer learning #1967

guerra2fernando opened this issue Apr 12, 2024 · 0 comments
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@guerra2fernando
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guerra2fernando commented Apr 12, 2024

Development mode in transfer_learning.ipynb

DBs (development mode + 1 non-trivial type of data + 1 model):

  • Connect to SQLite + insert image data + compute features (torch model) + classify images (Logistic regression)
  • Connect to Postgres + insert image data + compute features (torch model) + classify images (Logistic regression)

Data (MongoDB + 1 model + development mode)

  • Connect to MongoDB + insert text data + compute features (Sentence Transformer) + classify text (Logistic regression)
  • Connect to MongoDB + insert image data + compute features (torch model) + classify images (Logistic regression)

Models (MongoDB + 1 type of data + development mode)

  • Connect to MongoDB + insert image data + compute features (torch model) + classify images (Torch Model)

Cluster mode in transfer_learning.ipynb

  • local cluster + with MongoDB + 1 type of data + 1 model

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