Case Study: Image Classification Pipeline — Roadmap Step & Resources
Building a complete pipeline from raw images to a deployed classifier
- Level: advanced
- Estimated time: 2 days
- Roadmap: Deep Learning & Neural Networks
Mini projects
- Build an end-to-end image classification pipeline using transfer learning and deploy it behind an API
Study resources
- Training a Classifier (Article) — The official PyTorch tutorial training an image classifier on CIFAR-10 end to end.
- Image Classification with CNNs Explained (Video) — freeCodeCamp's course covers building an image classifier end to end.
Part of
- Case Studies & Capstone — section
- Deep Learning & Neural Networks roadmap — the full learning path