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Jun 11, 2026

Image Classification Pipeline

End-to-end CNN pipeline for multi-class image classification with training dashboards and a deployed inference API.

PyTorchFastAPIDocker
Image Classification Pipeline

Overview

A production-style image classification system built with PyTorch.

Highlights

  • Custom CNN + transfer learning (ResNet-50)
  • Data augmentation and experiment tracking
  • FastAPI inference endpoint with Docker deployment

What I learned

Handling class imbalance and serving models at low latency.