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isaac-sun/README.md
Yinan Sun — AI systems and federated learning
Computer Science + AI @ UoN  •  Federated Learning  •  AI Systems  •  Open Source

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cat profile.toml

name       = "Yinan SUN (isaac)"
location   = "Nottingham, United Kingdom"
education  = "Computer Science + Artificial Intelligence, UoN"
focus      = ["Federated Learning", "AI Systems", "ML from scratch"]
currently  = "Open to research collaboration and internships"

I study how learning systems can stay useful when data and compute are distributed. I enjoy turning papers into reproducible experiments, then carrying the same care into developer-facing tools.

featured --list

Project What it is Stack
omp-api-manager Local-first macOS app for AI provider management, localhost gateway routing, and private usage tracking Swift · SwiftUI
fedfree Two-stage free-rider detection in federated learning via per-class Shapley values Python · PyTorch
chest-xray-federated-learning Centralized vs. federated pneumonia classification on chest X-rays Python · PyTorch
BookVault Terminal bookstore inventory CLI with binary persistence C

Everything else → github.com/isaac-sun?tab=repositories

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  1. chest-xray-federated-learning chest-xray-federated-learning Public

    Chest X-ray pneumonia classification comparing centralized and federated learning in PyTorch, with reproducible experiments.

    Python 1

  2. fedfree fedfree Public

    Two-stage free-rider detection for federated learning using per-class Shapley values, with a reproducible Colab notebook.

    Python