김민섭

김민섭 Email and Phone Number

Data Engineer | Data Scientist @ SK Group
김민섭's Location
Seoul Incheon Metropolitan Area, Korea, Republic of
About 김민섭

Data Scientist, Engineering specializing in Industrial EngineeringI am an S/W engineer with experience analyzing various domain data such as e-commerce, finance, semiconductor special gas, etc. In particular, I have been building data analysis, preprocessing, and modeling capabilities to provide actionable insights. In addition, I have been working on various web development and data analysis projects by gaining experience in communication, problem solving, and teamwork to generate meaningful results with various teams.

김민섭's Current Company Details
SK Group

Sk Group

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Data Engineer | Data Scientist
Employees:
38
김민섭 Work Experience Details
  • Sk Group
    Data Engineer
    Sk Group Jun 2023 - Present
    Seoul, South Korea
    SK 주식회사 MR CIC DT Innovation Group, System & Solution Team- Data 수집, 정제, 전처리, 적재(ETL using Python, SQL)- 데이터 분석 및 모델링(Machine Learning, Computer Vision)- 생산, 품질관리, R&D RPA/System/Solution 개발(C# ASP.NET, HTML5, Javascript)[Onging Project]- RMMS(Raw Materials Management System) OCR 모델 개발▶ PaddleOCR + OpenCV 이미지 전처리[Participated Project]- 철근 단가 예측 AI 모델 개발▶ 철근 단가 시계열 데이터 정제/표준화 전처리▶ ARIMA+Xgboost Ensemble + Recursive Forecasting- MDW DRM 도면요청 프로그램 개발▶ CAPEX, 전기계기, 장치배관팀 도면 요청 발급 Web Solution 개발- sLLM 도입을 위한 PoC▶ Langchain+Streamlit RAG 개발 테스트- 소모품 재고관리 자동화 Project▶ 소모품 재고 데이터 분석을 통한 안전재고 및 재고 구매량 산출- 주요 고객사 向 원재료/공정/완제품 품질 데이터 ETL 파이프라인 개발(Samsung, TSMC, SKHY 向)▶ Tesseract OCR기반 데이터 추출, 전처리 ETL 파이프라인 구축- 생산본부 DT Project_Utility 절감 Monitoring 자동화 System 구축을 위한 데이터 ETL▶ 공정 데이터 추출(PI SDK) 및 전처리▶ 공정 데이터 시각화를 통한 Trend 관리- eCOA 작성 자동화 RPA 개발 (Si, WF6, DS, NF3)▶ SAP, ERP 자동화 및 COA(품질보증서) 데이터 추출 및 가공 자동화- 원천세, 부가세, 관세 업무 자동화 프로그램 개발 및 유지보수▶ 세금 신고 업무 프로세스 최적화 및 자동화▶ TF-IDF 기반 사내 문서 내 주요 키워드 추출 알고리즘 개발
  • Industrial Bank Of Korea
    Data Analyst
    Industrial Bank Of Korea Jan 2023 - Feb 2023
    Seoul, South Korea
    [행내 경영실적 데이터 분석 Project]- 테블릿 브런치 시스템 UI/UX 개선- 디지털 우수 인턴 수료
  • Operations Research &  Artificial Intelligence Lab
    Ai Researcher
    Operations Research & Artificial Intelligence Lab Jan 2022 - Dec 2022
    대한민국 인천
    - Undergraduate Research Interns- Combinatorial optimization is a fundamental problem in computer science.- Manufacturing (e.g., semiconductor)- Scheduling (e.g., personnel scheduling)- Transportation (e.g., railway, airline)1. Novel Solutions to Airline Scheduling Problems - 지연/도착 예측 딥러닝 모델 개발(Pytorch),예측 정확도 93%, F1-Score 0.962. Reliable Semicondutor Wafer Defect Detection Using Deep Learning from NRF - Wafer Defect 이미지 처리 딥러닝 모델 사전 조사 및 모델링, Data 전처리(Keras, Pytorch - CNN, ResNet)/ SMOTE를 활용한 모델 신뢰성 향상(Target Imbalance 해소)
  • Coupang
    Management Support
    Coupang Apr 2020 - Dec 2020
    대한민국 서울
    Global Flex Operations- Coupang Flex 운영 총괄, Team Payment- Flex Payment CS- Flex 배송 이슈 취약점 관리 및 도출- 동산 자산 관리 및 추적

김민섭 Education Details

Frequently Asked Questions about 김민섭

What company does 김민섭 work for?

김민섭 works for Sk Group

What is 김민섭's role at the current company?

김민섭's current role is Data Engineer | Data Scientist.

What schools did 김민섭 attend?

김민섭 attended Inha University.

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