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Doga0/README.md

Hi, I'm Doğa Oytaç 👋

Computer Engineer • AI Engineer • NLP / LLMs / RAG / Generative AI / Agents / Computer Vision / Machine Learning


👨‍💻 About Me

I am an AI Engineer focused on building practical machine learning systems.

My main interests are:

  • Large Language Models and transformer architectures
  • RAG systems
  • Multi-agent systems
  • NLP, OCR, and named entity recognition
  • Computer vision
  • Edge AI, embedded systems, and robotics

I enjoy turning research ideas into working systems, from data pipelines and model training to agent systems and deployment-ready AI services.


📫 Contact


🧠 Featured Work

Project Description Tech / Topics
MaskDriven-SD Synthetic data generation pipeline using diffusion models and mask-based guidance Stable Diffusion, ControlNet, TensorRT, Python
marble-defect-segmentation Computer vision project for detecting and segmenting cracks and defects on marble surfaces YOLOv8-Seg, U-Net, Computer Vision
SerbestKategori-MedTurk Turkish multimodal medical assistant developed for the TEKNOFEST Turkish NLP competition MedGemma, LoRA, Unsloth, vLLM
kumru-chat Full-stack Turkish AI chat application with model serving, document upload, RAG support, real-time chat, and GRPO-based Kumru model training FastAPI, Node.js, RAG, GRPO, Docker
Caption-Generator Caption generation system using vision-language models VLM, vLLM, Dataset Generation
EmbedTurk Experiments on Turkish embedding model development NLP, Embeddings, Python
EMG Hand Gesture Classification EMG signal processing and hand gesture classification project LSTM, PyTorch, Signal Processing
Sensor2Data ESP32 Firmware ESP32 firmware project for collecting sensor data on embedded hardware ESP32, C++, PlatformIO, IoT
Sensor2Data Dashboard Web dashboard for monitoring and managing sensor data workflows JavaScript, CSS, MQTT, Docker
PWD TEKNOFEST UAV project involving object detection and autonomous systems ROS2, PX4, OpenCV, MAVLink
AT89S52 Examples Example projects for the AT89S52 8051 microcontroller C, 8051, Embedded Systems
Nuvoton Examples Example drivers and peripheral projects for Nuvoton M032 and M463 microcontrollers C, Nuvoton, Keil, Embedded Systems

🛠️ Tech Stack

Languages

Python C Arduino

AI / ML

PyTorch TensorFlow Hugging Face scikit-learn OpenCV Pandas Matplotlib Ultralytics LangChain vLLM Unsloth

Tools & Platforms

Docker Git GitHub Jupyter Postman Arduino Apache Airflow


📊 GitHub Stats


Always learning, building, and experimenting with AI systems.

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