Machine Learning L20 (Μηχανική Μάθηση 20)

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Σε αυτήν την διάλεξη επιστρέφουμε για μια τελευταία φορά στο σετ δεδομένων CIFAR-10, και χρησιμοποιούμε την ιδέα του Transfer Learning. Χρησιμοποιώντας ένα βαθύ νευρωνικό δίκτυο (Resnet18) προεκπαιδευμένο στις 14.000.000 εικόνες του Imagenet, καταφέρνουμε να ξεπεράσουμε τις επιδόσεις των νευρωνικών που εκπαιδεύσαμε εξαρχής, μόνο με τα δεδομένα του CIFAR-10.

Το Colab Notebook (read-only) που χρησιμοποιούμε θα το βρείτε εδώ:

Λεξιλόγιο / Ιδέες

Transfer Learning
Resnet18
Imagenet
CIFAR-10
  1. Constantine Caramanis
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