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muk-jjang/README.md

SEONGJOON YOON

πŸŽ“ Undergraduate Student at Kyung Hee University

I’m interested in solving optimization problems such as logistics and routing problems through reinforcement learning.

πŸ“§ Email: [email protected]


πŸŽ“ Academic Experience

  • KHU AIMS LAB Undergraduate Research Student
    Kyung Hee University | 2024.01 - Present

  • Department of Software Convergence
    Kyung Hee University | 2024.03 - Present

  • Department of Industrial and Management Engineering
    Kyung Hee University | 2022.03 - Present


πŸ–₯ Technologies

Programming Languages

cpp

Data Science Libraries

Machine Learning Frameworks

Pytorch Tensorflow

Databases

Frontend & Mobile Development

Collaboration Tools


πŸ’Ό Project Experience

Project Title Description Period
Optimizing Bundled Delivery Routes Using Reinforcement Learning in Dynamic Event Situations Route optimization in dynamic events using the RL4CO framework. Example: Assigning drivers to deliveries during dynamic events. 2024.04 - Present
Combining Plastic Texture Data Augmentation Techniques for Reverse Vending Machine System Implementing an RVM system in line with Korean recycling policies(EfficientNet, ResNet ,Light U-Net) 2024.04 - 2024.06
Recommend Accommodations and Routes Based on Jeju Island Travel Log Data Using algorithms like Xgboost, MF-SVD to recommend accommodations. Optimizing routes to recommended destinations using OR-Tools. 2024.01 - 2024.02
2D Object Detection Contest by Gyeonggi-do Autonomous Driving Center Detecting pedestrians, bicycles, trucks, cars, buses, and motorcycles using YOLOv5. Using HIC-YOLOv5 for detecting small objects. 2023.10 - 2023.12
CJ Logistics Distribution Strategy and Optimal HUB Determination Determining the best locations for hub terminals using Gravity Model and Demand Allocation Model. 2023.05 - 2023.07
Analyzing Lecture Reviews with LDA Topic Modeling in Everytime Application Participated in data crawling for analysis. 2023.04 - 2023.05
Textual Emotion Analysis and Image-Based Emoticons-Recommendation System Labeling data sentiment using GPT API. Fine-tuning BERT and analyzing emoji emoticon similarity using CLIP. 2023.01 - 2023.02

πŸ† Awards

  • 2023.12: κ²½ν¬λŒ€ν•™κ΅ μ‚°μ—…κ²½μ˜κ³΅ν•™κ³Ό ν•™μˆ λŒ€νšŒ μž₯렀상
  • 2023.12: 경기도 μžμœ¨μ£Όν–‰μ„Όν„° 2D 객체탐지 은상 (μœ΅ν•©κΈ°μˆ μ—°κ΅¬μ› 주체)
  • 2024.04: κ²½ν¬λŒ€ν•™κ΅ 창의자율과제 곡λͺ¨μ „ μ„ μ •

🎯 Extracurricular Activity

  • 2024.01 - Present: κ΅­λ‚΄ 졜초 데이터뢄석 동아리 BOAZ 데이터뢄석 νŠΈλž™
  • 2024.01 - Present: κ΅­λ‚΄ 졜초 데이터뢄석 동아리 BOAZ κΈ°νšνŒ€
  • 2023.01 - 2023.05: κ²½ν¬λŒ€ν•™κ΅ 데이터뢄석 동아리 KHUDA

Pinned Loading

  1. Daily Daily
    1
    🌞 Morning    45 commits  β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘  31.9%
    2
    πŸŒ† Daytime    38 commits  β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–‹β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘  27.0%
    3
    πŸŒƒ Evening    50 commits  β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘  35.5%
    4
    πŸŒ™ Night       8 commits  β–ˆβ–β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘β–‘   5.7%
  2. Autonomous-driving_2d_object_detection Autonomous-driving_2d_object_detection Public

    경기도 μžμœ¨μ£Όν–‰μ„Όν„°μ—μ„œ μ§„ν–‰ν•œ 2d 객체 탐지 곡λͺ¨μ „

    Jupyter Notebook 1

  3. CJ-Logistics-Distribution-Strategy-and-Optimal-HUB-Determination CJ-Logistics-Distribution-Strategy-and-Optimal-HUB-Determination Public

    2023-1 SCM ν…€ ν”„λ‘œμ νŠΈ CJλŒ€ν•œν†΅μš΄ μœ ν†΅μ „λž΅ 및 졜적의 HUB κ²°μ •

    1

  4. RL_Practice RL_Practice Public

    Jupyter Notebook 1