AI/ML Engineer · LLM Systems · RAG Pipelines
MSc Data Analytics, BSBI Berlin (Apr 2026).
Building LLM agents, RAG pipelines, and evaluation frameworks that work outside notebooks.
cat about.md
about // whoami
AI/ML Engineer with hands-on experience building and deploying LLM-based systems, RAG pipelines, and multi-agent frameworks. MSc Data Analytics, BSBI Berlin. Thesis: cooperating LLM-based agents for real-time prediction and joint adaptation in 5G testbeds, conducted at Fraunhofer FOKUS.
I care about whether a system works in production: reproducible pipelines, honest evaluation, hallucination-aware design, and validation layers that catch failures before they matter.
Background in Electrical Engineering from Istanbul Technical University. Previously at Fraunhofer FOKUS building LLM-driven agents and large-scale simulation pipelines for 5G network optimization.
cat skills.json | jq
skills // technical stack
ML & NLP
PyTorch · TensorFlow · scikit-learn · XGBoost
LangChain · FAISS · BM25 · BPE tokenization
RAG pipelines · prompt engineering · LLM evaluation
AI Tools & Platforms
HuggingFace · Ollama · Groq API · FastAPI
Streamlit · Gradio · marimo · OpenAI API
hallucination-aware system design
Infrastructure & Data
Docker · Git · Linux · Apache Spark · Airflow
ETL pipelines · AsyncIO · PostgreSQL · SQL
REST APIs · reproducible experiment workflows
Languages
Python · JavaScript · HTML/CSS · SQL
English (fluent) · German (A2, improving)
Turkish (native)
ls -la projects/ | sort -k6
projects // selected work
cat experience.log
experience // where I've worked
AI/ML Researcher (SHK)
Fraunhofer FOKUS · Berlin
LLM-based multi-agent systems for real-time 5G network optimization. Reproducible ETL pipelines for large-scale simulation campaigns across 50+ stress scenarios. LLM-driven experiment monitoring in AI-RAN-Sim. Top 10 — ITU AI for Good, Large Wireless Models Challenge. Forthcoming publication.
Operations Agent
bunq B.V. · Istanbul
Structured data analysis for high-volume payment and fraud cases. Identified systemic failure patterns contributing to ~20% reduction in repeated disputes. 95% customer satisfaction.
Data Analyst - Inside Sales
Schneider Electric · Istanbul
Python + Airflow analytics pipeline for Salesforce CRM data. Tableau dashboards improving sales forecasting by 25%. EV charging infrastructure proposals worth €200K+.
Electronic Manufacturing & Integration Intern
Baykar Defense & Technology · Istanbul
Electronic Manufacturing and Integration Department. Contributed to the 3D Wiring Team for UAV systems.
curl -s contact.json | jq
contact // get in touch
Open to AI/ML engineering, applied research, and research engineer roles in Berlin.