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Tqhuyen/README.md

Trần Quang Huyên, AI research scientist and AI engineer from Vietnam: IEEE papers in quantum machine learning and medical imaging, and 4+ years shipping GenAI, vision and voice AI.

Portfolio LinkedIn Kaggle Substack DEV Instagram

About

  • Research: deep learning for medical imaging (glaucoma classification from 3D OCT scans, brain tumor segmentation from MRI) and quantum self-attention for Vision Transformers.
  • Industry: 4+ years as an AI engineer at Everfit and Hekate, taking GenAI, vision-language, voice and medical AI from R&D to production.
  • Building: LLM agents and tools that make learning accessible.
  • Writing: essays on education and tech, in Vietnamese, on Substack.

Featured work

glaucoma-thesis, master’s thesis: 3D CNN that classifies glaucoma from raw OCT volumes, trained by one PyTorch pipeline that runs from Colab to a multi-node SLURM cluster. Quantum-Self-Attention, IEEE paper (2025): efficient circuit classifiers that strengthen quantum self-attention in Vision Transformers, built with PennyLane. phd-search-agent, AI agent: harness-driven workflows that find PhD positions and labs, score the fit, and draft tailored applications. educational-platform-for-disabilities, accessible EdTech: a Next.js learning platform for Vietnamese students with speech and language disabilities. mednow, medical chatbot: answers health questions with RAG over WHO documents and reads prescriptions with OCR, on the Upstage API. rift-analysis, data dashboard: League of Legends ARAM stats for a group of friends, read from the local League client API with standard-library Python.

Research

Efficient Circuit Classifier Design for Enhancing Quantum Self-Attention in Vision Transformers
Huyen Quang Tran, Yu-Han Lin, Hanh Thi Minh Tran, Duy-Tuan Dao, Van-Linh Nguyen · IEEE Globecom Workshops (GC Wkshps), pp. 170–175, 2025
Paper · Code

Comparative Analysis of Deep Learning Architectures for Brain Tumor Segmentation
Huyen Quang Tran, Hieu Pham, Phuc Ho, Hanh Thi Minh Tran · International Conference on Advanced Technologies for Communications (ATC), 2025
Paper · Code

Toolbox

Toolbox. AI and machine learning: PyTorch, TensorFlow, Hugging Face Transformers, LangChain, LlamaIndex, OpenCV, vLLM. MLOps and cloud: AWS, GCP, Docker, Kubernetes, MLflow, Weights and Biases, Jenkins, GitLab CI/CD. Data and backend: PostgreSQL, MongoDB, Redis, FastAPI, Apache Kafka. Programming: Python, C++, SQL, JavaScript.

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  1. glaucoma-thesis glaucoma-thesis Public

    Python 1

  2. Quantum-Self-Attention Quantum-Self-Attention Public

    Jupyter Notebook 2

  3. phd-search-agent phd-search-agent Public

    Harness-driven PhD discovery and application workflows with tested OpenAlex and Bluesky CLIs

    Python 1

  4. rift-analysis rift-analysis Public

    Python