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SmartFew is your swiss knife for semi-supervised structuring of unlabeled data using Few Shot Learning.

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SmartFew

SmartFew is your swiss knife for semi-supervised structuring of unlabeled data.

Install

pip3 install -e .

How it works:

  1. Prepare the file with image URLs image_urls.txt, e.g.

    https://myhost.com/image1.jpg
    https://myhost.com/image2.jpg
    ...
    
  2. Run server

    cd server && python start.py --input image_urls.txt
  3. Go to http://localhost:14321/ in your browser and start selecting relevant images. Image selection process Then press Submit to continue with a new trial. The underlying process starts to learn your selection, and you are expecting to see more and more relevant results in your consequent trials.

The algorithm is powered by Few Shot learning, that gives an opportunity to learn very fast and quickly adapts to unseen tasks.