Other · A rail infrastructure engineering firm · 2026
Rail catenary pole placement, automated
Days to seconds · Engineering time
Days of expert engineering work, reduced to seconds.
View case →Selected work
Selected work
Projects I've designed and built across AI, machine learning, data engineering and automation - spanning industry engagements, applied research, and award-winning hackathon prototypes.
Healthcare · Decoto International
D-Risk - MedTech Marketplace with AI Company Profiling
3-sided · Marketplace model
A three-sided marketplace linking medtech startups with investors and specialist freelancers - matched through AI document profiling.
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Technology · Ottronic
Integrated LoRa Sensor Monitoring & Analytics System
Real-time · Sensor data pipeline
Real-time monitoring and analytics for LoRa environmental sensors - from raw ingestion to geospatial drought and growth insight.
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Other · Independent project
Revenue Administration MCP Server
0 · Hallucinations · On in-scope questions
A retrieval-only MCP server answering Turkish tax and regulation questions strictly from official government sources - zero hallucinations.
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Technology · Fraunhofer IKS, Munich
Reliability of LLMs in Safety-Critical Requirements Engineering
~15% · Efficiency gain
Master's-thesis research measuring how LLM assistance affects correctness, efficiency and trust in safety-critical requirements engineering.
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Technology · Fraunhofer IKS, Munich
DSGENAI - AI Safety Requirements Engineering Platform
Flask to Streamlit · Architecture migrated
Stabilising and modernising an AI-driven safety-requirements platform - Flask to Streamlit, GPT-5.1, and critical data-leak fixes.
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Technology · Independent project
Retrieval-Augmented Generation (RAG) Documentation Assistant
RAG · Grounded answers
A Gemini-powered RAG assistant that turns PDF libraries into an accurate, source-grounded knowledge base.
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Technology · Technical University of Munich
LLM Prompt Optimization for Legal-Clause Classification
Up to 20% · Metric improvement
Prompt-engineering research that lifted legal-clause classification accuracy by up to 20% on Terms-of-Service documents.
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Technology · Siemens
Smart Contract Analysis with NLP
NLP · Contract analysis model
An NLP system that reviews business contracts and recommends changes to keep them compliant with company policy.
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Other · Scoutium
Football Player Potential Prediction Model
~85% · Prediction accuracy
A machine-learning model that reads scouting attributes and predicts player talent level with roughly 85% accuracy.
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Other · Scoutium
Football Player Ranking System
750+ · Players ranked
An attribute-based scoring engine that ranks 750+ players and rewards standout attributes with a statistical bonus threshold.
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Other · Scoutium
Football Player Position Recommender System
750+ · Player profiles analysed
A recommender that analyses 750+ players' attributes by position and surfaces players who would excel in an alternative role.
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Other · Turkish Airlines
Automated Connecting-Flight Optimization
1000+ · Flights processed
An automated system that recomputes viable connections across 1000+ flights the moment schedule times change.
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Other · Turkish Airlines
Flight Passenger-Count Prediction
Regression · Demand model
A scikit-learn regression model that predicts passenger counts per flight from operational flight features.
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Technology · Istanbul Bilgi University
Turkish Image-Captioning Benchmark on MS COCO 2014
616,767 · Turkish captions
A large-scale Turkish image-captioning benchmark - 616,767 human-verified captions and five trained vision-language models.
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Finance & Fintech · CFA Poland (hackathon)
ESG Diversity & Sentiment Solution - CFA Poland Hackathon
2nd / 44 · Teams
An ESG prototype scoring gender diversity and news sentiment - 2nd place among 44 teams from 28 universities.
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Other · Boğaziçi University IT Club (hackathon)
Automated ESG Scoring System - HackBogazici
2nd / 14 · Teams
An automated ESG scoring engine built from four scraped data sources - 2nd place among 14 hackathon teams.
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