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dhcryan/README.md

An AI/ML Engineer & Researcher focused on building practical and impactful AI solutions.

๐Ÿ”ฌ About Me & Core Competencies

  • ๐ŸŽ“ Graduate Researcher at Ajou University (Lamda Lab), focusing on time-series analysis, multimodal AI, and ECG signal processing.
  • ๐Ÿค– Specialized in building LLM-powered Agents and complex workflows using LangGraph and OpenAI.
  • ๐Ÿ‘๏ธ Experienced in Computer Vision, developing real-time object detection and tracking systems with YOLOv5 and StrongSORT.
  • ๐Ÿ› ๏ธ Proficient in creating end-to-end MLOps pipelines for automated training and deployment using Docker, GitHub Actions, and MLflow.
  • ๐Ÿ’ก Passionate about bridging the gap between cutting-edge research and robust, production-ready applications.

๐Ÿ› ๏ธ My Tech Stack

Category Technologies
AI / ML PyTorch TensorFlow scikit-learn LangChain OpenCV
Backend & MLOps FastAPI Flask Docker MLflow Postgres MySQL
Languages & Tools Python C++ Java Git

๐Ÿ“œ Publications & Patents

  • (Journal Submitted) "Dual-FreqDAE: A Transformer-Based ... for ECG Denoising", Biomedical Signal Processing and Control.
  • (Patent Pending) "์‹œ๊ฐ„-์ฃผํŒŒ์ˆ˜ ๊ฒฐํ•ฉ ๊ธฐ๋ฐ˜ ์‹ฌ์ „๋„ ์‹ ํ˜ธ ๋…ธ์ด์ฆˆ ์ œ๊ฑฐ ํ”„๋ ˆ์ž„์›Œํฌ" (App. No. 10-2025-0014670).
  • (Conference) "Temporal Convolutional Network์™€ Transformer๋ฅผ ์ด์šฉํ•œ ...", KSC 2024.

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