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Doga0/README.md

Hi, I'm Doğa Oytaç

AI Engineer | Applied Machine Learning & Language Models

I build practical AI systems, focusing on language-model-based applications and the engineering required to make them reliable—from model development and evaluation to deployment.

I'm particularly interested in efficient neural architectures and turning research ideas into working systems.

LinkedIn Email


Selected Projects

  • TRLM — A ~75M-parameter language model built with shared-weight recursive Transformers for non-autoregressive generation. Accepted to the BabyLM Workshop at EMNLP 2026.
  • S1GHT — A framework for real-time visual decisions (jev-like) on images and video, combining vision models, object tracking, and calibrated predictions.
  • flycns-sim — An exploratory simulation project combining the Drosophila MaleCNS connectome, spiking neural models, and a FlyGym/MuJoCo physical body.
  • EmbedTurk — Research on Turkish text-embedding models, published at INFUS 2025.
  • MaskDriven-SD — A synthetic data generation pipeline using diffusion models and mask-based guidance.
  • SerbestKategori-MedTurk — A Turkish multimodal medical assistant developed for the TEKNOFEST Turkish NLP competition.

Selected Tools

Python · PyTorch · Hugging Face · vLLM · FastAPI · Docker


More projects and experiments are available in my repositories.

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