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statrav/README.md

Introduction

English Version

💡 Hyesu Hwang (AI/ML Developer)

I’m the person who creates the monetary value of data and develop with it.

💙Interests

  • Artificial Intelligence & Deep learning (LLM/sLM/RAG/Multimodal)

👩‍🎓Education

  • 2022~2024: Master’s in Urban Big Data Convergence Engineering, University of Seoul
  • 2014~2019: Bachelor’s in Business Administration, University of Seoul

🏢Professional Experience

  • 2024~ : Researcher, Urban BigData∙AI Institution of University of Seoul (UBAI)
  • 2024~ : Student Researcher, Naver Cloud
  • 2023~2024: Student Researcher, Electronics and Telecommunications Research Institute (ETRI)
  • 2022~2024: Research Freelancer, Jiyoung Research
  • 2019~2022: Cost Planning Intern and Full-time Employee, SL Corporation

📜Publications

  • (2024) Bridging the Lexical Gap: Generative Text-to-Image Retrieval for Parts-of-Speech Imbalance in Vision-Language Models, Under Review
  • (2024) Handling Ambiguous Queries Through Query Decomposition in a RAG Setting, CKAIA2024

💻Research

  1. Multimodal
  • Development of long-term visual memory storage and management technology for relational information
  • Study on POS imbalance in VLMs and generative retrieval solutions (Paper Study)
  • Performance enhancement of VQA+RAG and efficiency research through context compression
  • Research on makeup transfer module based on GAN (Generative Adversarial Network)
  1. NLP/RAG
  • Study on RAG performance based on query type
  • Development of RAG chatbot based on university researcher database
  • Development of search engine bot based on webtoon information
  • Study on RAG hallucination due to knowledge conflict
  1. Analysis
  • Network analysis of local government tourism

🏭Experiences

  1. Server
  • Using Slurm based on Slurm
  • Server setting & managing based on Linux (Ubuntu OS)
  • Managing internal cost system & database based on SQL
  • Using SAP (ERP system)
  1. Manager of internal cost system & database
  • 7% improvement in lamp surface defect rate with data
  • System updating and deployment
  1. Administration
  • Advanced in MS Office tool (Word, Excel, PPT)
  • Write Slurm education & guide book
  • The person in charge of Cost Education (Make materials, Manage students)

📞Contact

QR Code

한글 버전

💡 황혜수 (AI/ML 개발자)

데이터의 화폐적 가치를 창출하여 데이터와 함께 성장하는 황혜수입니다.

💙관심 분야

  • 인공지능 & 딥러닝 (LLM/sLM/RAG/Multimodal)

👩‍🎓학력

  • 2022~2024: 서울시립대학교 도시빅데이터융합학과 공학 석사
  • 2014~2019: 서울시립대학교 경영학부 학사

🏢경력

  • 2024~ : 서울시립대학교 도시과학 빅데이터∙AI 연구소 연구전담
  • 2024~ : Naver Cloud 학생연구원
  • 2023~2024: 한국전자통신연구원(ETRI) 학생연구원
  • 2022~2024: 지영리서치 연구용역 프리랜서
  • 2019~2022: (주)에스엘 원가기획 인턴 및 정직원

📜논문

  • (2024) Bridging the Lexical Gap: Generative Text-to-Image Retrieval for Parts-of-Speech Imbalance in Vision-Language Model, Under Review
  • (2024) Handling Ambiguous Queries Through Query Decomposition in a RAG Setting, CKAIA2024

💻연구

  1. 멀티모달
  • 관계 정보의 장기 시각 기억 저장 및 관리 기술 개발
  • VLMs의 POS imbalance 문제 발견 및 Generative retrieval을 통한 문제 해결 연구 (Paper Study)
  • VQA+RAG의 성능 개선 및 Context compression을 통한 효율 연구
  • GAN(Generative Adversarial Network) 기반의 Makeup Transfer 모듈 연구
  1. NLP/RAG
  • Query type에 따른 RAG 성능 연구
  • 교내 연구자 데이터베이스 기반의 RAG 챗봇 개발
  • 웹툰 정보 기반의 검색 엔진 봇 개발
  • Knowledge conflict로 인한 RAG Hallucination 연구
  1. 분석
  • 지자체 관광 네트워크 분석

🏭경험

  1. 서버
  • Slurm 기반의 슈퍼컴퓨터 Cluster 활용
  • Linux 기반의 서버 셋팅 & 관리 (Ubuntu OS)
  • SQL 기반의 사내 원가 시스템 & 데이터베이스 관리
  • SAP 활용 (ERP system)
  1. 사내 원가 시스템 매니저
  • Data를 활용하여 램프 표면 불량률 7% 개선
  • 시스템 업데이트 및 배포
  1. 행정
  • MS Office (Word, Excel, PPT) 숙련도 상(上)
  • Slurm 클러스터 교육 자료 제작
  • 원가 교육 담당자 (교육자료 제작 및 수강생 관리)

📞연락처

QR Code

Pinned Loading

  1. CLIP_finetuning CLIP_finetuning Public

    CLIP Fine-tuning with own dataset

    Python

  2. DILAB_SESE_ScEneSEarch DILAB_SESE_ScEneSEarch Public

    SESE is a video scene storing and searching module which mainly uses video scene caption to find a specified scene that user wants to retrieve.

    Python 1

  3. Image_generation Image_generation Public

    This is a space for studying image generation with GAN, StyleTransfer and so on.

    Jupyter Notebook

  4. kotra_data kotra_data Public

    data analysis with kotra private data

  5. LLM_ELK_haystack LLM_ELK_haystack Public

    This is a space for building pipeline with LLM and ELK using haystack.

    Jupyter Notebook

  6. WAKEbot_surfer WAKEbot_surfer Public

    WAKEbot is Webtoon retrievAl with Knowledge Engine chatbot.

    Python 1