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sciencejiho/README.md

Jiho Han

AI Research Engineer @ SimPlatform  ·  Seoul, South Korea 🇰🇷
Interpretable anomaly detection · spatiotemporal modeling · multimodal time-series

Google Scholar ORCID Semantic Scholar LinkedIn


👋 About

  • 🔬  AI Research Engineer at SimPlatform — machine learning for heterogeneous time-series in medical and manufacturing systems
  • 📄  NeurIPS 2025 (Poster)OracleAD, interpretable unsupervised anomaly detection via structured temporal causality
  • 🏅  Minister's Commendation, Ministry of Science and ICT (Republic of Korea) — for the Korea National Team AI coaching system
  • 📜  Patent filed — spatiotemporal multimodal fusion, application 10-2024-0193561
  • 🎓  M.S. Artificial Intelligence, University of Michigan (High Distinction, 2024 Honor Scholar) · B.S. Computer Engineering, UIUC
  • 🧑‍🏫  Taught Senior Design I/II and Complexity Theory at Michigan–Dearborn
  • 💬  Ask me about time-series anomaly detection, causal representation learning, or medical imaging

debugging /ˌdēˈbəɡiNG/ (noun) — the classic mystery game where the detective, the victim, and the murderer are the same.


📄 Publications

Year Venue Work
2025 NeurIPS (Poster) Structured Temporal Causality for Interpretable Multivariate Time Series Anomaly Detection — OracleAD: causal embeddings, stable latent structures, dual scoring. SOTA across multiple real-world datasets.
2024 gDigiHealth.KEE ENACT-Heart: Ensemble-Based Assessment Using CNN and Transformer on Heart Sounds — ViT–CNN Mixture-of-Experts, beating single-model baselines.
2023 ACIT A Novel Retinal Image Contrast Enhancement: Fuzzy-Based Method — hybrid FCE–CLAHE preprocessing, outperforming HE, CLAHE, and FCE individually.
2023 M.S. Thesis Fuzzy Inference System for Simulating Ophthalmologists in the Diagnosis of Diabetic Retinopathy — validated on FGADR and APTOS.

🚀 Selected work

Project What it is
🏸  AI Coaching System
Korea National Team · closed source
Lead architect of a Python coaching package for badminton and para-badminton: full match analysis, player performance tracking, shuttlecock trajectory estimation. 🏅 Minister's Commendation.
🐍  reliable-python Codex and Claude Code plugin enforcing NASA/JPL Power of Ten guardrails plus code-smell review.
🥩  Carcass Evaluation (KAPE)
closed source
Computer-vision module for prototype grading equipment — infers carcass curvature and cross-sectional area from projected-light geometry.
🔥  PyTorch-Microstep A micro-step learning path for PyTorch: every step pairs an explanatory notebook with a clean script.
📚  Modern-AI-Glossary A working glossary of contemporary AI terminology.

🛠️ Tools

Python PyTorch NumPy pandas Docker Pydantic SQL Linux Git LaTeX

Pinned Loading

  1. reliable-python reliable-python Public

    Codex and Claude Code plugin for reliable Python: NASA/JPL Power of Ten guardrails and code-smell review

    Python 2

  2. ItemDraft ItemDraft Public

    A highly customizable League of Legends Item Draft Simulator with responsive UI, shared champion mode, and pick/ban sequencing.

    Python

  3. whisperx-transcriber whisperx-transcriber Public

    HTML

  4. RVC-Project/Retrieval-based-Voice-Conversion-WebUI RVC-Project/Retrieval-based-Voice-Conversion-WebUI Public

    Easily train a good VC model with voice data <= 10 mins!

    Python 37.3k 5.2k