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uelkerd/README.md

Hey, I'm Deniz 👋


  • 🌱 Currently learning with freeCodeCamp's certification paths and TechLabs Berlin' Deep Learning track
  • 🔭 Working on SAMO as the sole Deep Learning Engineer - An AI-powered, voice-first journaling companion providing real emotional reflection through advanced emotion detection and natural language understanding:
    • Independently managed complete ML lifecycle from dataset analysis and model experimentation in Google Colab to production deployment on cloud infrastructure.
    • Unified pipeline processing voice, text, and emotional data with seamless model chaining for complex NLP tasks.
    • Production-grade emotion detection using fine-tuned DistilRoBERTa (90.70% accuracy) + T5 summarization + OpenAI Whisper voice processing in unified pipeline achieving <500ms end-to-end latency.
    • Deployed scalable MLOps infrastructure on GCP with Docker microservices, Prometheus monitoring, automated testing, and ONNX optimization (2.3x speedup, 75% model compression).
    • Stack: PyTorch, Transformers, ONNX Runtime, Docker, Kubernetes, GCP, Flask APIs with expertise in transformer architectures, model optimization, and production ML deployment.

Tech stack

CSS3 LaTeX JavaScript Python HTML5 TypeScript Bash Script AWS Google Cloud Django React Snowflake Jenkins Nginx Redis SQLite MongoDB Postgres Prisma Matplotlib NumPy Pandas PyTorch scikit-learn TensorFlow Git GitHub Actions GitLab CI ElasticSearch Docker Jira Confluence Grafana Postman Prometheus Swagger

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    A deep learning API for nuanced emotion analysis in reflective text. | TechLabs Berlin SoSe25 | SAMO

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    Solutions and projects completed as part of the freeCodeCamp curriculum.

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