Lab

A real-time American Sign Language translator for the deaf community. Light enough to run on edge devices thanks to an inference layer written from scratch, without TensorFlow or PyTorch.

• Python
• Edge AI
• OpenCV
• NumPy

Automatically detects court lines, players and the ball from tennis match footage, producing an annotated video and a mini-court replay.

• Python
• OpenCV
• YOLO
• Video İşleme

A four-stage, end-to-end machine learning pipeline from scraping to evaluation, designed against data leakage with time-based cross-validation and leak-free target encoding.

• Python
• scikit-learn
• Feature Engineering
• Akademik

3D hand pose estimation on the FreiHAND dataset, with an interface benchmarking CNN backbones and loss functions for real-time inference.

• Python
• ResNet
• MobileNet
• Benchmark

An end-to-end IoT system: an ESP32-based wearable collar, Firebase cloud backend and a Flutter mobile app tracking temperature, activity and location.

Built with a four-person senior capstone team.

• ESP32
• Flutter
• Firebase
• IoT

A hybrid compression algorithm for text and genomic data, combining classic Huffman coding with dynamic N-gram analysis for markedly better ratios.

• Python
• Sıkıştırma
• Huffman
• N-Gram

An app store optimisation tool that merges keyword CSVs, filters branded terms and generates title and subtitle suggestions with GPT-4.

• Python
• GPT-4
• Masaüstü
• Veri Analizi

Generates Grafana dashboards automatically instead of building them by hand, removing the repetition of wiring the same board for dozens of services.

• Python
• Grafana
• Otomasyon

An automation tool that sends personalised WhatsApp messages in bulk, eliminating one-by-one manual outreach.

• Python
• Otomasyon

Converts video files into web-optimised WebP animations. A FastAPI backend with a React front end, written to cut page weight on real projects.

• Python
• FastAPI
• React
• Medya