Phase 10 · Computer Vision

Topics

Transfer Learning for Vision

Part of the AI Engineer Roadmap.

Summary

Fine-tuning a pretrained vision backbone on your own images — the standard, data-efficient way to build a working image classifier without training from scratch.

How to Learn This

  • 1Fine-tune a pretrained CNN or ViT on a small custom image dataset.
  • 2Practice freezing early layers and only training the final classification head first.
  • 3Compare results from freezing vs. fully fine-tuning the backbone.
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