Phase 21 · Build AI Engineer Portfolio Projects

Projects

Computer Vision App (e.g. Defect Detection)

Part of the AI Engineer Roadmap.

Summary

A vision project solving a concrete, real-world classification or detection problem — stronger for a portfolio than another generic image classifier.

How to Learn This

  • 1Find or build a dataset for a specific real-world vision problem.
  • 2Fine-tune a pretrained backbone and deploy the model behind a simple upload-and-predict UI.
  • 3Report performance honestly, including failure cases on hard examples.
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