// Featured Project

Waste Classification CNN

TQUK Level 3 — AI Programming with Python · 2026

PyTorch image classifier (recyclable vs. non-recyclable waste) comparing a custom CNN against ResNet18 transfer learning, trained and evaluated on AWS EC2 GPU infrastructure.

  • Prepared and processed a multi-category image dataset; improved performance through data augmentation, class balancing and iterative model development.
90%
Custom CNN accuracy
94%
ResNet18 accuracy