Recruiting Review
Need role fit and official record first?
Experience, publications, selected work
Applied AI Portfolio
Data & Applied AI Engineer
A portfolio of implemented work across data structure, AI development workflows, and NLP/LLM evaluation.
I organize structured, text, image, and graph data into model-usable forms, then connect experimentation, evaluation, deployment, and review decisions into implemented work.
Data SystemsAI-DLC / MLOpsNLP / LLM
Review Router
Start with the right review path
Different reviewers need different first evidence, so the site routes by review task.
Technical Review
Need problems, decisions, architecture, and outcomes?
Case comparison, architecture, artifacts
Research Review
Need modeling and evaluation judgment first?
Contribution type, linked projects, evaluation judgment
Projects
Representative projects
Start with work that shows data structure, AI development workflow, and NLP/LLM evaluation judgment.
Data Systems
Lynxes: Graph Analytics Engine
Existing Python graph libraries and generic dataframe wrappers often struggle to combine memory efficiency, traversal performance, and lazy query optimization for large graph analytics.
- What to check
- Evidence for inspecting data structure and graph-native judgment first.
- Availability
- Built project / Public
AI-DLC / MLOps
Contexta: Local-First ML Observability
ML experiments and deployment work often scatter metadata, records, and artifacts across tools, making reproducible local observability hard to maintain.
- What to check
- Evidence for reviewing reproducible, observable AI workflow decisions.
- Availability
- Built project / Public
NLP / LLM
BloGeek: AI Modules for a React + Spring Blog Project
The product needed ML components that could classify emotional polarity and generate stylistic variations of text to support richer blog content workflows.
- What to check
- Evidence for checking how NLP/LLM modeling and evaluation judgment turns into implementation.
- Availability
- Built project / Summary available
Career Snapshot
Experience across research and implementation
Graduate Researcher
Intelligent Data Analytics Lab., Gachon University
Led graduate research on EMR-based nursing surveillance decision support and diagnostic classification.
Research Project Participant
National Research Foundation of Korea (NRF)
Contributed to an NRF-funded clinical AI project centered on nursing surveillance decision support using EMR data.
Research Project Participant
Institute of Information & Communications Technology Planning & Evaluation (IITP)
Implemented evaluation-related code in a human-centered multimodal AI project.
Focus Areas
Three technical focus areas
Data Systems Specialist with Graph-native Depth
Shapes structured, text, image, and graph-shaped data into representations that can move into modeling and operations, with graph-native modeling and infrastructure as the deepest specialization.
Turns heterogeneous data into model-ready and system-ready structures, pipelines, and graph representations.
AI-DLC and Operational MLOps Engineer
Connects experiment, training, evaluation, deployment, inference, observability, and recovery through the AI-Driven Development Life Cycle.
Makes run records, artifacts, model behavior, and feedback paths inspectable enough to improve.
Applied NLP and LLM Research Engineer
Uses NLP/LLM research experience for modeling, evaluation design, alignment awareness, and applied system judgment.
Translates language-model research into better modeling and evaluation decisions in applied systems.
Quick Paths
Open the right surface for the review task
A Problem-Solving Portfolio
Review how each project frames a problem, chooses a structure, and turns the decision into implementation.
Open PortfolioA Resume Designed for Quick Review
Review education, experience, publications, and projects in a conventional document format.
Open CV/ResumeResearch Bridge
Research strengthens implementation judgment
Journal Paper 2026
Mathematics (submitted)
A Context-Adaptive Gated Embedding Framework for Advanced Clinical Decision-Making
Focus modeling Portfolio relevance
Shows modeling judgment that connects diagnostic context and time-series signals hierarchically instead of treating data surfaces as isolated inputs.
Keywords
Clinical Decision Support SystemAutomated ICD Coding +7
Journal Paper 2025
Journal of The Korea Society of Computer and Information
Deep Learning based Automatic ICD Coding for Nursing Surveillance of Abdominal Surgery Patients
Focus evaluation Portfolio relevance
Supports the portfolio claim that NLP/LLM systems should be judged through domain data structure and error distribution, not only headline accuracy.
Keywords
Medical AINursing Surveillance +7
Conference Paper 2025
Korea Computer Congress (KCC)
Empathetic Dialogue Generation Model Using Reinforcement Learning with AI-Based Feedback
Focus alignment Portfolio relevance
Supports the view that LLM response quality should be treated as an evaluation, reward, and policy-update system rather than a prompt-only outcome.
Keywords
Empathetic DialogueReinforcement Learning +6