Phase 10 · Computer Vision

Topics

Image Preprocessing

Part of the AI Engineer Roadmap.

Summary

Resizing, normalizing, and formatting images before feeding them into a model — small mistakes here (wrong normalization, wrong channel order) silently break model accuracy.

How to Learn This

  • 1Practice resizing, cropping and normalizing images with PIL/OpenCV.
  • 2Learn why normalization statistics must match what a pretrained model expects.
  • 3Build a reusable preprocessing pipeline for a vision project.
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