AI/ML Engineer and AI Team Lead building production ML systems across large language models, computer vision, and quantum machine learning. My work spans classical optimization to modern deep learning — from retrieval-augmented and agentic LLM systems to edge inference, multi-agent control, and variational quantum circuits validated on real IBM Quantum hardware, grounded in a research background in Energy Science & Technology.
Research interests: Large Language Models · Retrieval-Augmented Generation · Quantum Machine Learning · Edge AI Optimization
|
Large Language Models Multimodal & Applied LLM Turkish NLP |
RAG & Agentic Systems Retrieval-Augmented Generation Agentic Tooling |
Quantum Machine Learning Language Models on Quantum Hardware Molecular & Materials Discovery |
|
Computer Vision Real-Time Object Detection Super-Resolution & Medical Imaging |
Reinforcement Learning Policy-Gradient Agents |
Evolutionary & Optimization Genetic Algorithms Swarm Intelligence |
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Applied & Medical AI Biomedical Signals Energy Forecasting |
Engineering & Tooling Automation & Foundations |
Technical Writing Articles & Notes |
| Focus | Project | Description |
|---|---|---|
| Multimodal & Applied LLM | Vision Assistant | AI-powered visual assistant for the visually impaired — multimodal reasoning over live scenes (FastAPI + Gemini) |
| Turkish NLP | HeisenMech_TDD_2024 | Turkish natural-language processing hackathon project (#Acıkhack2024TDDİ) |
| Focus | Project | Description |
|---|---|---|
| Retrieval-Augmented Generation | Turkish-LLM-RAG | Local RAG library for Turkish — Mursit-Large-TR-Retrieval embedder with Trendyol-LLM-8B-T1 |
| Retrieval-Augmented Generation | Turkish-RAG | Lightweight, open-source retrieval library for Turkish text |
| Agentic Tooling | MechCP | Hardened MCP server for real-browser automation — CDP-level control, dynamic Python hooks, AST-sandboxed |
| Focus | Project | Description |
|---|---|---|
| Language Models on Quantum Hardware | quantum-encoding-nlp | Comparison of four VQC data-encoding strategies for NLP sentiment analysis — multi-seed IMDb/SST-2 with IBM Quantum hardware verification |
| Molecular & Materials Discovery | quantum-encoding-opv | Variational quantum inference on IBM ibm_fez (156-qubit) for DFT-validated organic photovoltaic donor discovery — ITU Energy Institute MS preprint |
| Focus | Project | Description |
|---|---|---|
| Real-Time Object Detection | Cpp-Object-Detection-Yolov5-OpenCV | Real-time YOLOv5 inference engine in C++ via ONNX Runtime — 60+ FPS on edge devices |
| Real-Time Object Detection | BUARC-HydroHead | TEKNOFEST 2026 AUV — NSGA-II control optimization and a YOLOv12 underwater-adaptive detection head |
| Super-Resolution & Medical Imaging | G_ESRGAN | Enhanced ESRGAN for 4× image and video super-resolution |
| Super-Resolution & Medical Imaging | Breast-Tissue-Cropper-Tools | Medical imaging pipeline for automated mammogram tissue segmentation |
Full collection → RsGoksel/Reinforcement-Learning
| Project | Description |
|---|---|
| Mechopter | PyGame quadcopter simulator with a PPO-trained flight controller |
| Pong — PPO | PPO agent trained to play Pong from raw frames |
| Snake — PPO | OpenAI Gym Snake solved with PPO — training curves included |
Full collection → RsGoksel/Genetic-Algorithms
| Focus | Project | Description |
|---|---|---|
| Genetic Algorithms | SnakeGame-with-GeneticAlgorithm | Neural-network Snake controller evolved entirely via genetic algorithm |
| Swarm Intelligence | Partical-Swarm-Optimisation-Examples | PSO framework with adaptive parameters and convergence analysis |
| Focus | Project | Description |
|---|---|---|
| Biomedical Signals | EEG-Alzheimer-Detection | Deep learning for Alzheimer's detection from resting-state EEG — 90.77% subject-level LOOCV on OpenNeuro ds004504 |
| Energy Forecasting | refit-energy-forecasting | ARIMA, LSTM, and Prophet comparison for household energy forecasting on the REFIT dataset |
| Project | Description |
|---|---|
| N8N_Workflows | Production-ready n8n workflows with one-script installers |
| Data-Structures-Cpp | Foundational C++ data structures with complexity analysis |
| academic-portfolio | Code, figures, and materials accompanying publications and preprints |
| Article | Topic |
|---|---|
| Spike Neural Networks | Neuromorphic computing, temporal coding, hardware acceleration |
| Particle Swarm Optimization | Theory, convergence proofs, multi-objective cases |
| Signal Processing for ML | Classical DSP concepts bridged to deep learning |
Open to collaboration on AI research and industrial applications