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jmlee8939/README.md

🙇‍♂️ 안녕하세요 이재민입니다

👋 Hi there, I'm jaemin lee

ME 🥸 = '통계' + '프로그래밍' + '커뮤니케이션' + '역학'

현재 삼성전자 DS 혁신센터에서 반도체 물류 자동 운송 시스템 개선 및 개발 업무 하고 있습니다. 생산라인에서 발생하는 실시간 반송 이력 데이터를 분석하여 생산 효율을 높이는 로직을 개발하고 있습니다. 석사과정으로 데이터 마이닝을 전공했고, 특히 데이터 기반 의사결정 프로세스, 물류, 교통 및 축구 전술 분석에 관심이 많습니다. 이에 활용되는 데이터 시각화, 시계열 데이터 분석, 머신러닝, 딥러닝 기법들을 꾸준히 학습하고 있습니다. 🧐


Software engineer of Samsung Electronics DS Innovation Center, specializing in improving and developing data-driven semiconductor logistics automatic dispatching system. I analyze real-time transportation history data from the manufacturing line in order to develop logic that enhances production efficiency. I have a master's degree in data mining and a keen interest in data-driven decision-making processes. Additionally, I continuously study data visualization, time series data analysis, machine learning, and deep learning (Computer Vision) techniques used in these areas. I enjoy exploring about logistics, transportation, and soccer tactics analysis. 🤨

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📒 Notebooks

흥미로운 데이터, 다양한 주제로 분석 및 학습하고 있습니다.

  1. 웹 스크랩핑
  2. 데이터 시각화
  3. 딥러닝 모델
  4. 데이터 사이언스
  5. 학습

⛏️ Tech Stack

데이터 분석에 필요한 다양한 분석 툴 활용 가능합니다.

  • 파이썬 패키지
Numpy Pandas Scikit-learn Pytorch matplotlib seaborn Plotly Beautifulsoup
  • 다른 분석 툴
Oracle SQL R Rstudio tydiverse ggplot2 Tableau SAS

📝 Publications

  1. Multi-veiw clustering 연구
  1. COVID-19 로 인한 무관중 축구경기 승부예측 모형 연구

Pinned Loading

  1. Wide-Open-Space_Pitch_Control_Model Wide-Open-Space_Pitch_Control_Model Public

    implement ptich control model of the paper of Javier Fernandez "Wide Open Spaces: A statistical technique for measuring space creation in professional soccer" by jaeminiman

    Jupyter Notebook 2

  2. faster_CCE faster_CCE Public

    Faster CCE by jaemini_man (paper published in Pattern Recognition)

    Jupyter Notebook 2

  3. whoscored_crawling whoscored_crawling Public

    soccer_data_crawling

    Jupyter Notebook 6 3

  4. LeNet-5_1998_pytorch LeNet-5_1998_pytorch Public

    LeNet-5 is proposed by Yann LeCun in 1988. This model is a pioneer of image recognition models using convolutional neural networks. I want to reproduce this historical model as it was in 1998 with …

    Jupyter Notebook 3

  5. Sonny_stats_visualization Sonny_stats_visualization Public

    Visualization performance of "Son Heung-min" who is one of the top class soccer players of PL and South Korea

    Jupyter Notebook 3

  6. K_league_in_game_win_probability_model K_league_in_game_win_probability_model Public

    Bayesian in-game win probability model for K-league(Korean football league) based on Pieter Robberechts's model

    Jupyter Notebook 1