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mtuann/README.md

Tuan Nguyen

M.S. Computer Science @ UIUC

Portfolio · Google Scholar · LinkedIn · Email

I am an M.S. Computer Science student at the University of Illinois Urbana-Champaign, graduating in May 2027. I build efficient machine-learning and software systems, with experience in RAG/LLM serving, CUDA optimization, federated learning, and medical-imaging software.

Current Focus

  • Efficient RAG and LLM serving
  • Context compression and system evaluation
  • CUDA and GPU performance optimization
  • Trustworthy and federated machine learning
  • Reliable software and data pipelines

Engineering Highlight

CUDA CNN Convolution Optimization

  • Accelerated batched CNN convolution by 5.6×, reducing operation time from 86.33 ms to 15.42 ms.
  • Used fused implicit GEMM, Tensor Cores, Nsight Systems, and Nsight Compute.
  • Preserved 87.14% model accuracy.

Selected Publications

Selected Projects

Technical Skills

Languages: Python, C++, Java, SQL
Machine Learning: PyTorch, TensorFlow, Hugging Face, scikit-learn
Systems: CUDA, Tensor Cores, Nsight, Docker, Kubernetes, Linux

Education

University of Illinois Urbana-Champaign
M.S. Computer Science, expected May 2027

VNU University of Engineering and Technology
B.S. Computer Science, High Distinction

Pinned Loading

  1. fedlearn-backdoor-attacks fedlearn-backdoor-attacks Public

    Fast integration of backdoor attacks in federated learning with updated attacks and defenses.

    Python 66 5

  2. backdoor-ai-resources backdoor-ai-resources Public

    Backdoor Stuff in AI/ ML domain

    40 2

  3. federated-learning-updated-papers federated-learning-updated-papers Public

    Papers related to Federated Learning in all top venues

    82 17

  4. sail-research/iba sail-research/iba Public

    IBA: Towards Irreversible Backdoor Attacks in Federated Learning (Poster at NeurIPS 2023)

    Python 41 5

  5. llm-updated-papers llm-updated-papers Public

    Papers related to Large Language Models in all top venues

    14 4

  6. competitive-programming-101 competitive-programming-101 Public

    Competitive Programming Training

    C++ 17 1