NumPy · Matplotlib projects
Final-year project topics built with NumPy · Matplotlib — working builds, abstracts and honest quotation pricing.
Bone Fracture Detection from X-ray using CNN
This project builds a convolutional neural network that detects bone fractures in musculoskeletal X-ray images and highlights...
Car Model Recognition from Photos using CNN (Stanford Cars)
This project fine-tunes a ResNet-50 convolutional network on the Stanford Cars dataset — 16,185 photos across 196 make–model–...
Cataract Detection from Eye Images using CNN
This project builds a convolutional neural network that screens eye photographs for cataract signs — lens clouding that scatt...
Cattle Breed Identification from Images using CNN
This project builds a convolutional neural network that identifies cattle breeds from photographs — Gir, Sahiwal, Holstein Fr...
Deepfake Audio Detection using Deep Learning (ASVspoof)
This project builds a deep-learning system that tells genuine human speech apart from AI-synthesized, voice-converted or repl...
Fingerprint Spoof Detection using CNN
This project stops fake fingerprints: a patch-based CNN distinguishes live fingers from spoof artifacts (gelatin, silicone, l...
Fire and Smoke Detection from CCTV using CNN
This project fine-tunes YOLOv8 on the D-Fire dataset (~21,500 images with fire and smoke bounding boxes) to detect fire and s...
Fish Species Classification from Photos using CNN
This project builds a convolutional neural network that classifies freshwater fish species from photographs — Rohu, Catla, Mr...
Fruit Quality Grading using CNN
This project builds a convolutional neural network that grades fruit quality — fresh Grade A, unripe Grade B, or rotten rejec...