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Transfer learning and fine-tuning

Level 3: CNNs for vision

Coming soon

This page is being written. See the full roadmap for the whole syllabus.

What this chapter will cover

  • Pretrained backbones
  • feature extraction vs fine-tuning
  • which layers to freeze
  • discriminative learning rates
  • small-data strategies
  • domain shift
  • timm and torchvision model zoos