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JoSangYoung/README.md

Welcome to my Github! πŸ‘‹

Hi! I am SangYeong Jo who is interested in artificial intelligence, data engineering, data analysis, and research.

I am an artificial intelligence researcher and engineer.

If you want to contact me, please leave me a message!

πŸ‘ Contact

Mail: jsy7057@gmail.com, jsy7058@unist.ac.kr

LinkedIn: https://www.linkedin.com/in/sangyeongjo/


πŸ“š Education

  • Master of Science in Artificial Intelligence

    • Ulsan National Institute of Science & Technology (UNIST)
    • GPA: 3.73 / 4.3
    • 03/2021 - 02/2023
  • Bachelor of Engineering in Computer Engineering

    • Kumoh National Institute of Technology (KIT)
    • GPA: 4.26 / 4.5
    • 03/2014 - 02/2020

πŸ’» Experiences

  • Korea Institute of Science and Technology (KIST)

    • Intern Researcher
    • 05/2020 - 09/2020
  • Interactive Lab in Kumoh National Institute of Technology (KIT)

    • Student Intern
    • 06/2017 - 02/2020

πŸ›’ Skills

Artificial Intelligence

  • A.I. FrameWorks
    • Tensorflow, Pytorch, Python, Numpy, CUDA
  • BigData
    • Apache Spark, Apache Hadoop, MongoDB, MySQL, Pandas
  • Topic
    • Computer Vision (Classification, Object detection, Semantic Segmentation)
    • Domain Generalization (or Domain Adaptation)
    • Optimization
    • Meta-Learning (Few-shot learning, MAML, ProtoNet)
    • 3D Vision (3D Points, NeRF)
    • Generative Model (GAN, Diffusion Network)
    • Transformer

Programming Skills

  • Programming Languages
    • Python, C, C++, C#, Java, Javascript, PHP, Matlab
  • Web
    • HTML, XML, Django Web framework, Vue.js, Flask Framework, REST API, Bootstrap
  • Mobile Application
    • Android studio, Flutter
  • Operating System
    • Windows, Linux
  • Communication
    • Github, Docker

🀝 Projects

  1. Domain Generalization (Mar/2021 - Present)

    • A unique algorithm that extracts domain-invariant representation
    • Skills: Pytorch, Numpy, Python, Research, Computer Vision, Generalization, Linux, Github, Docker
    • Git Link
    • Paper Link (In press)
  2. Causal Effect Anlysis (Mar/2021 - Present)

    • Causal Effect between a pair of signals
    • Skills: Python, Pytorch, Cross Convergent Mapping, Data Analysis, Signal Processing
  3. Manufacturing error simulator (Oct/2021 - Dec/2021)

    • MLP and Simulation Programming
    • Skills: Python, Pandas, Numpy, Communication, Linux, Data Analysis
  4. 3D web viewer of Connection of Synapse (May/2020 - Sep/2020)

    • 3D Visualization Web Application
    • Skills: Python, Opensource, REST API, 3D Vision, Github
  5. Predicting visual memorability from EEG signal (Nov/2018 - Feb/2020)

    • Brain Wave Pattern Classification
    • Skills: Python, Pytorch, Braindecode, Machine Learning, Deep Learning, Matlab
  6. Maintenance system for bicycle road (Apr/2019 - Jun/2019)

    • Realtime Web/Mobile system with object detection model
    • Skills: Flutter, Django, Google Maps, YOLO, Object Detection, Data Preprocessing, Pytorch
    • Github
  7. Generating and recommending fashion item

    • Generating Fashion Item and Recommendation System
    • Skills: DiscoGAN, MySQL, Web Crawling, Python, Pytorch, Image preprocessing
    • Github
  8. Patient care system using IoT sensor

    • Monitoring System using camera, IoT devices, and wearable devices
    • Skills: IoT Device, Django, Node.js, Javascript, Python, ARTIK, 3D Printing
    • Github
    • Youtube

πŸ† Awards and Honors

  1. Citation Prize from Member of the National Assembly (2020)

    • Citation Prize
  2. Undergraduate Academic Competition from The Korean Institute of Information Technology

    • Second Prize
  3. The 2nd IoT Innovation Challenge competition (2017)

    • Special Prize
  4. Korea Software Congress 2017 (2017)

    • Second Prize

πŸ“ƒ Publications

International Journal

  1. MDPI Sensors (Basel)
    • Jo SY, Jeong JW. Prediction of Visual Memorability with EEG Signals: A Comparative Study. Sensors (Basel).
    • Link

International Conference

  1. The 37th AAAI conference on Artificial Intelligence

    • Sang-Yeong Jo and Sung Whan Yoon, "POEM: Polarization of Embeddings for Domain-Invariant Representations," In press.
  2. 2020 8th International Winter Conference on Brain-Computer Interface (BCI)

    • S. Jo and J. Jeong, "Prediction of Visual Memorability with EEG Signals using Deep Neural Networks," 2020 8th International Winter Conference on Brain-Computer Interface (BCI).
    • Link
  3. 2019 IEEE International Conference on Big Data and Smart Computing (BigComp)

    • SangYeong. Jo, SunHye. Jang, HeeEun. Cho and JinWoo. Jeong, "Scenery-Based Fashion Recommendation with Cross-Domain Geneartive Adverserial Networks," IEEE International Conference on Big Data and Smart Computing (BigComp).
    • Link

Domestic Journal

  1. Journal of Korea Institute of Information, Electronics, and Communication Technology
    • Sang-Young Jo and Jin-Woo Jeong. (2018, October), Design and Implementation of Hospital Room Management System Based on IoT CareBots, Journal of Korea Institute of Information, Electronics, and Communication Technology, 11(4), 370-378.
    • Link

Domestic Conference

  1. Proceedings of KIISE Conference 2019
    • SangYeong. Jo, JinHyeok Hyeon, TaeSan Kim, Junha Hwang, "A Maintenance System for Bicycle Road Using YOLO", Proceedings of the Korean Institute of Information Scientists and Engineers conference, 2019. 6.
    • Link
  2. Proceedings of KIIT Conference 2018
    • Sang-Yeong Jo, Hee-Eun Cho, Sun-Hye Jang, Jin-Woo Jeong, Generation of Nail Art Designs using DiscoGAN, Proceedings of KIIT Conference , 2018.6, 230-232(3 pages).
    • Link
  3. Korea Software Congress 2017
    • Jun-Su Kim, Seung-Min Baek, Sang-Young Jo, Jin-Woo Jeong, Patient and Hospital Room Care System using ARTIK Cloud and IoT Sensors, Proceedings of the Korean Institute of Information Scientists and Engineers conference, 11(4), 370-378.
    • Link

🎀 Presentations

  1. UNIST: Core AI Labs Seminar

  2. The 2-th UNIST Novatus Academia

    • Site Link
    • Teaching Assistant (TA)
      • Convolutional Neural Network (CNN)
  3. LG electronics DX Intensive Course (15/Sep/2021)

    • Teaching Assistant (TA)
      • Convolutional Neural Network (CNN)
  4. A.I. 4.0 Studio Mentoring Program

Pinned Loading

  1. Official-POEM Official-POEM Public

    Domain generalization method code based on DomainBed

    Python 100 2

  2. Road_Detecting_Map Road_Detecting_Map Public

    Bicycle Road Crack Detecting System

    Python

  3. Generating-Nail-Art-Designs-using-DiscoGAN Generating-Nail-Art-Designs-using-DiscoGAN Public

    Generating Nail Art Designs using DiscoGAN

    Python

  4. Patient-care-system-using-IoT-sensor Patient-care-system-using-IoT-sensor Public

    Patient-care-system-using-IoT-sensor

    JavaScript

  5. DBScan_ProtoNet DBScan_ProtoNet Public

    DBScan_ProtoNet

    Python