Projects

2026AI · MobileGraduation thesis

NeuroVision AI

A deep learning system for four-class brain tumour classification from MRI scans, with a Flutter mobile app.

Problem

Duplicate images from the same patient can leak across training and test sets and inflate the reported accuracy.

Solution

Duplicate removal with SHA-256 + pHash, group-based splitting, and comparing five architectures on the same deterministic data.

Python · Deep Learning · Computer Vision · Flutter

2026Web · SaaSIn development

Hotel Management System (PMS)

Multi-tenant SaaS for hotels: 16 departments, 4 permission levels and a dual admin panel.

Problem

In hotels with dozens of different roles, permissions are scattered and data separation between tenants is critical.

Solution

Abstracting 70–90 roles into 4 permission levels; tenant isolation with PostgreSQL Row-Level Security.

ASP.NET Core 8 · Next.js · PostgreSQL

2026AI · NLPPrototype

Turkish Law RAG

A RAG system that answers questions over Turkish legislation and cites the source article.

Problem

Fixed-length chunking splits legal articles and retrieves wrong or incomplete context.

Solution

Article-level chunking and a multilingual embedding model for answers grounded in the exact article.

Python · ChromaDB · sentence-transformers

2026Web · Digital TransformationA new feature every week

HR App

Fixed-QR training attendance, a job application form and candidate tracking.

Problem

Training attendance runs on paper and job applications on e-mail; duplicate applications can't be filtered out.

Solution

Attendance via a QR code fixed in the training room; duplicate-application blocking, categorised interview notes and position matching.

2026AI · SecurityResearch · Autumn 2026

ML-WAF Robustness

Robustness of machine-learning-based web application firewalls against LLM-generated attacks.

Problem

LLMs can quickly generate attack variants that evade classic signature and ML-based filters.

Solution

Testing the model against generated attacks and improving robustness with adversarial training.

Python · Machine Learning · Web Security