Physicist turned AI engineer and researcher. My research is on mechanistic interpretability, mostly how concepts like refusal are represented geometrically inside language models. I also build applied AI systems, currently in synthetic market research and earlier in audio.

experience

2025 –

AI Engineer · Synthetic Consumer Lab

Sole engineer responsible for the full product stack: backend, frontend, AI systems, and statistical methodology.

+ detail− detail
  • Architected the platform on a Laravel, Python/FastAPI, and Redis stack
  • Built RAG pipelines and synthetic consumer persona systems grounded in real demographic and behavioral data
  • Willingness-to-pay experiments and focus group simulations, with AI outputs kept statistically valid and representative for market research
2025 –

Teaching Assistant · Sabancı University

Teaching assistant for the Quantum Programming course, guiding students through quantum computing concepts, circuit design, and practical implementations using quantum programming frameworks.

2024 – 2025

AI Engineer / Data Scientist · SoundBoost

Designed and deployed deep learning models for audio source separation, classification, and acoustic event detection.

+ detail− detail
  • End-to-end AI pipelines with Django backends for model serving and JavaScript for real-time inference
  • Led development of AI agents for complex audio processing workflows
2023

AI Engineer Intern · Live The World

Engineered content generation pipelines using state-of-the-art NLP tools.

+ detail− detail
  • Enhanced web scraping capabilities and developed Python solutions for AI-driven applications
2022 – 2023

Data Analytics & Process Mining Intern · Allianz TR

Automated Excel reporting workflows using Python and SQL. Built dynamic dashboards for operational visibility and optimized business processes using Celonis process mining.

2020 – 2022

Research Assistant · Boğaziçi University

Developed transformer-based architectures for seismic data analysis and earthquake detection.

+ detail− detail
  • Contributed to published research (arXiv:2407.18402)
  • Mentored five junior researchers
2021 – 2022

Teaching Assistant · Boğaziçi University

Led QA sessions for Numerical Methods, teaching practical applications of NumPy, SciPy, and Matplotlib through hands-on problem solving.

education

2025 –

M.Sc. in Data Science · Sabancı University

Thesis research on mechanistic interpretability of large language models, studying how refusal and related concepts are represented geometrically in a model’s internal activations. Coursework in advanced deep learning and statistical analysis.

2023 – 2024

Graduate Studies in Computer Science · University of Padua

Completed the first year of the M.Sc. program. Advanced coursework in artificial intelligence and deep learning, building strong theoretical foundations in deep learning architectures and algorithmic problem-solving.

2018 – 2023

B.Sc. in Physics · Boğaziçi University

Specialized in quantum physics and general relativity. Completed machine learning coursework and led the Science Club.

projects

TÜBİTAK 2209-A

Developed a high-precision earthquake detection model through innovative feature engineering.

Earth-ML

Enhanced time series classification using advanced modeling techniques for geophysical data.

Kaggle ML Challenge

8th place in Türkiye İş Bankası ML Challenge 5 through effective feature engineering.

Datathon AI

3rd place in computer vision competition.

NLP News Summarization

Comparative evaluation of BART and T5 architectures for summarization tasks.

"Burası" Art Exhibition

Merged seismic data with artistic representation, fusing science and art.

skills

programmingPython, SQL, JavaScript, TypeScript
ml / dlPyTorch, XGBoost, CatBoost
ai / llmLLM APIs (OpenAI, OpenRouter), LangChain, LangGraph, Transformers
interpretabilityTransformerLens, nnsight, activation/ablation analysis
backendFastAPI, Laravel, Django, Celery, Redis
scientificNumPy, SciPy, Matplotlib, Pandas
hpcSlurm, multi-GPU / distributed training
toolsGit, Docker, Linux

certifications

Quantum Computing (Bronze) · QTurkey
Excellence in Audio · Hugging Face
Process Mining · Celonis Academy
Building RAG Agents · NVIDIA DLI

languages

Turkish (native) · English (fluent)