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yagmurtncr/README.md

Hi 👋, I'm Nur Yağmur Tuncer

Computer Engineer · AI / NLP · Speech Recognition (ASR) · LLMs

Open to work

LinkedIn Hugging Face Medium Email


👩‍💻 About Me

Computer Engineering graduate from Marmara University, specializing in Artificial Intelligence, NLP, Speech Recognition (ASR), and Large Language Models (LLMs). I build production-ready, real-time AI systems with Python, FastAPI, Kafka, Elasticsearch, MongoDB, and Docker.

  • 🔬 Led TÜBİTAK 2209-A–funded Turkish Medical ASR research (graduation project)
  • 🏥 Work spans medical AI, multimodal deepfake detection, and privacy-preserving LLM architectures
  • 🤗 Published Turkish NLP & speech datasets and models on Hugging Face
  • 🚀 Co-founder of PulsarMetric, a health-tech startup (ECG analysis & training)
  • 📫 Reach me at y.tuncer1004@gmail.com · Open to job opportunities

🧠 Focus Areas

Area What I build
🎙️ Speech Recognition (ASR) Turkish & medical speech-to-text, diarization, audio-analysis pipelines (WhisperX, NeMo)
📝 Turkish NLP NER, text normalization, fine-tuned BERT, ASR post-processing
🏥 Medical AI Privacy-preserving medical LLMs, cardiovascular risk, health-tracking systems
🤖 LLMs & Computer Vision Distributed/secure LLM inference, multimodal deepfake detection

🚀 Featured Projects

Project Description
turkmedstt Turkish medical ASR (TÜBİTAK 2209-A). Two-stage LoRA fine-tuned Whisper Large V3 — −34.7% WER, −58.6% CER vs. base; 20-model benchmark + HF leaderboard/demo
multimodal-deepfake-detection Multi-task deepfake detection on FakeAVCeleb — Xception + Wav2Vec 2.0 + lip-sync via late fusion (any-AUC 0.9994)
privacy-preserving-medical-llm Secure medical LLM for cardiovascular risk — Llama 3.1 8B, split learning, AES-256-GCM / RSA-4096, JWT, audit logging
Speech-to-Text-Api Enterprise ASR API — WhisperX / NeMo / Parakeet, diarization, emotion, Kafka + MongoDB + Elasticsearch
Ner-Ai-Project Production Turkish NER + synthetic data, fine-tuned BERT, FastAPI UI
MediGuard-ESP32 IoT smart medicine reminder & adherence tracker (ESP32, Wokwi)

🛠️ Tech Stack

Languages

AI / ML

Backend & Data

Infrastructure & Security


Let's build something meaningful. 🚀

Popular repositories Loading

  1. Ner-Ai-Project Ner-Ai-Project Public

    A production-ready Named Entity Recognition (NER) and synthetic sentence generation platform for Turkish text, featuring a fine-tuned BERT model, entity-specific thresholding, FastAPI web interface…

    Python 1

  2. Speech-to-Text-Api Speech-to-Text-Api Public

    Enterprise-grade speech-to-text API with 3 ASR engines (WhisperX, WhisperX+NeMo, Parakeet), diarization, emotion analysis; event-driven via Kafka + MongoDB + Elasticsearch.

    Python 1

  3. privacy-preserving-medical-llm privacy-preserving-medical-llm Public

    Privacy-Preserving Medical LLM System - Llama 3.1 8B + GPU + Layer-wise Encryption + HTTPS + PII Protection

    Python 1

  4. AcoSemantic-TR AcoSemantic-TR Public

    Acoustic-semantic emotion analysis for Turkish speech: detects emotion mismatches by fusing textual meaning with acoustic features (tone, stress). FastAPI + Streamlit, JSON output.

    Python 1

  5. turkmedstt turkmedstt Public

    Turkish general and medical ASR, benchmarking, and readability post-processing

    Python 1

  6. multimodal-deepfake-detection multimodal-deepfake-detection Public

    Multimodal deepfake detection (video + audio + lip-sync) on FakeAVCeleb v1.2 — Xception + Wav2Vec2 + sync stream, late fusion, multi-task heads (any-AUC 0.9994).

    Python 1