HormAS - Hotel Review Management
AI-powered hotel review management system using LangChain and LoRA fine-tuning for automated response generation.
- LangChain
- LLaMA2
- LoRA
- Python
- React
HaRyeom Jang
AI Engineer & Service Developer
Hi! I'm HaRyeom Jang!
Abilities & Experiences
About what I can do and what I have experienced
NLP & AI
Strongest Point
Core Technologies
- Hugging Face
- LangChain
- PyTorch
- Gensim
- OKT
Architectures
Deep Learning Models
RNN, LSTM, Transformer, Mamba
Topic Modeling
LDA, g-DMR (Live Commerce Research)
Fine-Tuning
LoRA-based LLaMA2 (HormAS Research)
Network Science
Advantage
Graph Analysis
Understanding network structures through centrality, density, and influence analysis.
PageRank Algorithm
Graph Neural Networks
Citation Analysis
GraphSAGE
Research Experience
Health Recommendation SystemCitation Network AnalysisNode Influence Analysis
Machine Learning
Advantage
Core Understanding
Loss Functions
Optimizers
Backpropagation
Tree Algorithms
Algorithms & Techniques
- XGBoost (Regression & Classification)
- K-Means Clustering
- Factor Analysis with Attention
- D-Linear Algorithm
Competition Experience
Ministry of Trade, Industry and Energy Competition (1st place) - Power demand forecasting
Frontend Development
Advantage
Modern Technologies
Building responsive and interactive web applications with modern frameworks and libraries.
Tech Stack
React & Next.js
Personal homepage development
Data Visualization
D3.js for backend data visualization
Animation & UI
GSAP, Swiper for interactive experiences
Skills
HTML/SCSS/JavaScript
Extensive experience
Responsive Design
Mobile/Desktop optimization
Projects
Combining technical expertise with cosmic curiosity to build stellar experiences
Risk Management System
Article similarity-based risk management system for Samsung Engineering with real-time monitoring and analysis.
- Python
- NLP
- Similarity Analysis
- Django
- PostgreSQL
Power Demand Forecasting
D-Linear algorithm-based power demand forecasting system using meteorological data for cost-efficient prediction.
- Python
- D-Linear
- Time Series
- Machine Learning
- FastAPI
FedKDA Research
Decentralized federated learning using knowledge distillation and aggregation in graph networks.
- Python
- PyTorch
- Federated Learning
- Graph Neural Networks
Research & Publications
AI and Machine Learning research with focus on NLP, network science, and practical applications
Featured Publications
Published
์ง๋ฅ์ ๋ณด์ฐ๊ตฌ
๊ฑด๊ฐ์ถ์ฒ์์คํ (HRS) ์ฐ๊ตฌ ๋ํฅ: ์ธ์ฉ๋คํธ์ํฌ ๋ถ์๊ณผ GraphSAGE๋ฅผ ํ์ฉํ์ฌ
Health Recommendation System research trends analyzed through citation network analysis and GraphSAGE. Published in Journal of Intelligence and Information Systems.
Published
์ง๋ฅ์ ๋ณด์ฐ๊ตฌ
์ฌ์์๋์ง ๋ฐ์ ๋ ์์ธก์ ๋ ๊ธฐ๋ฐ ์งํฉ์ ๋ ฅ์์ ๊ตฌ์ฑ๋ชจ๋ธ ๊ฐ๋ฐ
Development of aggregated power resource composition model based on renewable energy generation forecasting system. Published in Journal of Intelligence and Information Systems.
Under Review
Journal of Hospitality Marketing & Management
Exploring consumer behavior in the travel experience sector through real-time live commerce chat
A text mining and machine learning approach to analyze consumer behavior in travel sector through live commerce chat data. Submitted to Journal of Hospitality Marketing & Management.
Under Review
IEEE Access
Leveraging stock discussion forum posts for stock price predictions
A focus on the secondary battery sector using stock discussion forum data for price prediction. Submitted to IEEE Access.
Research
In Progress
HormAS: Hotel Review Management Assistant Service
Review Analysis and Response Using Generative AI with Design Science Methodology. Ongoing research on LLM-based hotel review management system.
Research
In Progress
FedKDA: Decentralized Federated Learning Methods
Knowledge Distillation and Aggregation in Graph-based federated learning architecture for privacy-preserving machine learning.
Academic Conferences
Building Neural Networks for Astronomy
Quantum Computing for Space Exploration
The Mathematics of Wormholes
AI-Assisted Exoplanet Discovery
Awards & Recognition
Recognition for research excellence and innovative contributions
2023, 2024
Ministry of Trade, Industry and Energy Competition
Minister's Award (1st place)
Big Data Analysis Division - Power demand forecasting & Renewable energy
2024
Korean Management Information Society
Best Paper Awards
Spring Conference Best Paper (1st place) & Spring Integrated Conference Best Paper (1st place)
2023
Youngrim Won ERP Idea Competition
Grand Prize (1st place)
ERP idea competition for university students
2023
Kyung Hee University BDGSC
Best Paper Runner-up
Big Data Graduate Student Conference
2024
Korean Management Conference
Excellence Award
Convergence Academic Conference
2023
Management Information Related Conference
Excellence Award
Spring Integrated Academic Conference
Interested in My Work?
You can download my CV to learn more about my skills and experience.
My Curriculum Vitae
Click the button below to get a copy of my CV.