PhD Student in Computer Science Β· Chungbuk National University

Predictive modeling and reproducible ML evaluation.

PhD student building reproducible ML workflows for predictive modeling and evaluation. Master's thesis applied deep learning to industrial machine-health signals (RISS, 2023).

View research record Contact

Research Scope

  • Predictive modeling
  • Evaluation pipelines
  • Reproducible ML workflows
  • Experiment reporting
  • Research tooling in Python

Public Research Record

A consolidated view of publicly available research activity, including thesis records and publicly listed research information. Some manuscript-linked code and datasets remain private pending submission and review; the materials shown here focus on research topics and reproducible workflows.

  • Master's Thesis

    Prediction of Machine Health Stability using Deep Learning

    Chungbuk National University, 2023

    Applied deep learning to predict machine health stability using features derived from production and alarm signals in a manufacturing setting. This thesis informs subsequent work in predictive modeling and industrial signal analysis.

    RISS Thesis Record

Career Timeline

Employment, education, and scholarship records in chronological order.

Employment

  • 2019-09 - 2020-08

    Techo Startup Center

    Phnom Penh, Cambodia

    Full Stack Developer

  • 2018-12-06 - 2019-03-05

    Cambodia Development Resource Institute (CDRI)

    Phnom Penh, Cambodia

    IT Intern (Part-Time)

Education and Qualifications

  • 2023-03-02 - Present

    Chungbuk National University

    Cheongju-si, North Chungcheong, South Korea

    PhD Student in Computer Science

  • 2020-09-01 - 2023-02

    Chungbuk National University

    Cheongju, Chungcheongbuk-do, South Korea

    Master of Engineering in Computer Science

  • 2015-11-30 - 2019-06-19

    Royal University of Phnom Penh (RUPP)

    Phnom Penh, Cambodia

    Bachelor of Engineering in Information Technology Engineering

  • 2018-02 - 2018-06

    Lublin University of Technology

    Lublin, Poland

    Exchange Student (Erasmus+ International Credit Mobility Scholarship), Computer Science

  • 2017-03-07 - 2017-11-30

    Cambodia-Korea Cooperation Center (CKCC)

    Phnom Penh, Cambodia

    Web App Development (Basic and Advanced) and Mobile App Development (Basic and Advanced)

Awards and Scholarships

Chungbuk National University

  • 2024 Semester 2 Merit Scholarship (Tier C)
  • 2023 Semester 1 Special Scholarship (International Freshman, Tier C)
  • 2023 Semester 2 BK21 Phase 4 Research Scholarship
  • 2023 Semester 2 Merit Scholarship (Tier C)

Tech Stack

Python, PyTorch, scikit-learn, pandas, Jupyter, Git, Linux/WSL

Site & profile engineering

Repository Artifacts

Repositories documenting site engineering, profile maintenance, and link/HTML quality checks. Separate from research output.