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ltnalsxl/README.md

πŸ‘‹ Hi, I'm Sumin Lee

I'm an IT Planner and Data Analytics Specialist with a passion for leveraging data to solve complex problems and optimize business processes. With a strong background in software and industrial engineering, I excel in digital transformation, automation, and process optimization, bringing a unique perspective to every project.


πŸŽ“ Education & Research

  • πŸŽ“ Master of Engineering in Computer Software Engineering, Yonsei University, Seoul (March 2023 ~ Present)
  • πŸŽ“ Bachelor of Engineering in Industrial and Information Technology Engineering, Soongsil University, Seoul (March 2017 ~ Feb 2022)
  • πŸ”¬ Former Research Intern at the Computer Science and Artificial Intelligence Laboratory in Dept. of Mechanical Engineering, Soongsil University (CS-AI Lab)

πŸ› οΈ Skills

  • πŸ’» Programming: Python, SQL, R
  • πŸ“Š Data Visualization: Tableau, Power BI, Adobe Analytics
  • πŸ€– Machine Learning: NLP, Predictive Modeling, GCNs
  • πŸ—„οΈ Database Management: Snowflake, Databricks
  • 🌐 Digital Transformation: Leading initiatives in IT modernization and digital strategy implementation
  • πŸ”§ Automation & Optimization: Power Automate, Shell Scripting, and process improvement for enhanced efficiency
  • πŸ“‹ Project Management: Agile, JIRA, Confluence

πŸš€ Projects

πŸ›οΈ FreshViz: Waste Warriors - Minimizing Fresh Food Waste

May 2022 - Jul 2022 | Tools: Python, SQL, Tableau
A data-driven project aimed at reducing food waste in e-commerce through optimized inventory management, presented at Tableau DataFest Seoul/Korea 2022.

  • πŸ“¦ Developed inventory distribution strategies based on data analysis of perishable goods.
  • πŸ“ˆ Designed Tableau dashboards to monitor key performance indicators like Waste Rate and GMV.

View Project

πŸ€– MPTI: Meet Persona Through AI - Conversational Chatbot

Jan 2021 - Jan 2022 | Tools: TransferTransfo, DialoGPT, Kakao i Open Builder**
Developed during my time as Head President of ToBig’s, this project involved creating a conversational chatbot with the persona of movie characters.

  • 🎭 Implemented TransferTransfo and DialoGPT to develop the chatbot.
  • πŸ’¬ Released the chatbot through Kakao i Open Builder, providing users with an interactive and engaging experience.

View Project

πŸ’Ό CareerFlow: Personalized Career Guide for Job Seekers

Aug 2021 - Dec 2021 | Tools: Python, FastText, Tableau, NLP
A dynamic dashboard created to help job seekers align their skills with current hiring trends, leveraging data from major job platforms.

  • πŸ“ Implemented NLP techniques for keyword extraction and resume-based job recommendations.
  • 🧭 Developed a FastText-based model for personalized company and position recommendations.

View Project

⚾ Predicting Batter's Performance through "Barrel"

May 2021 - Dec 2021 | Tools: Python, R, Tableau
This award-winning project introduced a new "barrel" metric for evaluating player performance in baseball, recognized at the 2021 Big Contest.

  • πŸ… Defined a new "barrel" metric suitable for the KBO league.
  • 🎯 Developed a predictive model to estimate batter's OPS based on the defined barrel.

View Project

🧬 Samsung Advanced Institute of Technology Research

Jul 2020 - Jul 2021 | Tools: Python, Machine Learning
Conducted research on solubility prediction models using machine learning during an internship, contributing to published work in ACS Omega.

  • πŸ”¬ Implemented surrogate model-based methods for solubility prediction.
  • πŸ§ͺ Explored molecular fingerprint and GCN-based approaches for chemical compound analysis.

View Project


πŸ’‘ Interests

  • πŸ“ˆ Data Analytics & Machine Learning
  • 🌐 Digital Transformation & Automation
  • πŸ”§ IT Process Optimization
  • 🌱 Sustainability & Efficiency
  • ⚾ Sports Data Analysis

πŸ† Honors & Awards

  • πŸ₯‡ Grand Prize - 2021 Big Contest (Data Science)
  • πŸ… Excellence Award - 2021 Forest Big Data Utilization Analysis Contest
  • πŸ₯‡ First Prize - 2021 IP R&D Big Data Competition

πŸ“« Let's Connect

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Thanks for visiting my profile! Feel free to explore my work and reach out for collaboration or discussion.

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  1. MPTI MPTI Public

    Forked from TobigsConf-1415/MPTI

    Meet Persona Through AI

    Python

  2. ChemDataExtractor ChemDataExtractor Public

    Forked from mcs07/ChemDataExtractor

    Automatically extract chemical information from scientific documents

    Python