Masterjun12 - Overview

Received a B.S. degree in Artificial Intelligence from Jeonju University, Jeonju, Korea, in 2025.
Pursuing an M.S. degree in Agro AI at Jeonju University, Jeonju, Korea, in 2024 ~ Present.
Completed an education certificate program at the University of Toronto's C-MORE Lab.
Worked as a Research Intern at Dareesoft through the WEMEET program.
Worked as a Research Intern at the Rural Development Administration through the WEMEET program.

Graph-based AI & Knowledge Integration
- Knowledge Graph Embedding (TransE, RotatE, DistMult)
- Graph Neural Networks (GNN, Graph Transformer)
- Graph-based Retrieval Augmented Generation (GraphRAG)
- Multi-hop reasoning over structured knowledge
Small Language Model (SLM) Optimization
- Lightweight model design for on-device / edge environments
- Parameter-Efficient Fine-Tuning (PEFT, LoRA)
- Efficient inference and memory optimization
- Retrieval and reasoning optimization for compact models
Multi-Agent Systems (A2A / LLM Agents)
- Agent-to-Agent (A2A) communication frameworks
- Task decomposition and cooperative reasoning
- Multi-agent orchestration using LLMs
- Integration of external tools and knowledge sources
Large Language Model (LLM) Optimization
- Retrieval-Augmented Generation (RAG)
- Prompt engineering and structured output generation
- Model efficiency and scaling strategies
Generative Models using Deep Learning
- GAN, VAE, Diffusion Models (DDPM, Score-based)
Computer Vision & Medical AI
- Image Segmentation (U-Net, DeepLab, Mask R-CNN)
- Medical Image Analysis (Brain Tumor Segmentation)
- Anomaly Detection (OOD, Reconstruction-based)