cv

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General Information

Full Name Doo-Seop Choi

Education

  • 2022.03 - Present
    Ph.D. Candidate, Computer Science
    Hanyang University, Seoul, South Korea
    • Completed Ph.D. coursework in Computer Science.
    • Performed research on AI-based Network Intrusion Detection.
    • Performed research on AI-based Malware Analysis, with a focus on document-based malware.
  • 2015 - 2017
    Master of Science (MS), Department of Computer and Software
    Hanyang University, Seoul, South Korea
  • 2006 - 2013
    Bachelor of Engineering (BE), Computer Engineering
    Myongji University, Yongin, South Korea

Experience

  • 2021.03 - 2021.06
    Security Researcher
    waiker, Inc., Seoul, South Korea (Full-time)
    • Collected and analyzed security data from cloud infrastructure (AWS).
    • Developed and implemented a large-scale security log data processing system using Python3, ELK Stack, and WAZUH open-source.
    • Investigated security technologies based on Machine Learning and Deep Learning and co-authored academic research papers.
  • 2019.09 - 2020.11
    Information Security Engineer
    Myongji University, Yongin, Gyeonggi, South Korea (Full-time)
    • Developed network vulnerability assessment tools using Python.
    • Operated and analyzed logs for Data Loss Prevention (DLP) security solutions.
    • Analyzed and responded to security incidents for the Ministry of Education Cyber Security Center (ECSC).
  • 2019.02 - 2019.08
    AI Research Engineer
    Genesis Lab, Inc., Seoul, South Korea (Full-time)
    • Conducted AI research projects related to AI interview software.
    • Developed video data crawling tools for training facial expression analysis models (Python3, BeautifulSoup4, YouTube_DL).
    • Developed preprocessing modules for training datasets (OpenCV, ffmpeg, pysrt, mtcnn).
    • Implemented encryption and decryption modules to protect collected video data (Python, SHA256).
    • Authored technical research proposals and project reports.
  • 2015.09 - 2017.08
    Student Researcher
    Hanyang University, Seoul, South Korea (Full-time)
    • Conducted a research project on classifying normal and abnormal users using network traffic data and machine learning algorithms.
    • Developed feature extraction and preprocessing tools for network packet analysis.
    • Performed binary classification of benign and malicious traffic using Weka.
    • Explored authentication feasibility based on traffic classification for a National Security Research Institute (NSR) project.
  • 2014.12 - 2015.06
    Security Software Engineer
    nSecure Co., Ltd., Gangnam-gu, Seoul, South Korea (Full-time)
    • Provided technical support for CA Identity Manager (Integrated Account Management Solution).
    • Supported financial institution data centers (Kookmin Bank).
    • Tested and validated Integrated Account Management (IAM) solutions.
  • 2013.10 - 2014.03
    Security Software Engineer
    Future Systems, Pangyo, Seongnam, South Korea (Internship)
    • Performed black-box functional testing of firewall software and analyzed network traffic using Wireshark.
    • Reported software defects using Mantis and tested systems in VMware-based environments.
    • Conducted firewall throughput measurements and performance evaluation for network security solutions.
  • 2012.12 - 2013.01
    Network Security Engineer
    WINS Co., Ltd., Seongnam, South Korea (Internship)
    • Operated and managed Intrusion Prevention Systems (IPS), including packet and log analysis.
    • Performed system installation and testing in Linux environments.
  • 2009.02 - 2010.12
    Cybersecurity (CERT Team)
    Republic of Korea Army, Daegu, South Korea
    • Served in the CERT Team (Computer Emergency Response Team), 2nd Operations Command.
    • Performed network traffic monitoring and APC (AhnLab Policy Center) antivirus monitoring.
    • Conducted Information Operations Condition (Infocon) procedures.

Academic Interests

  • Research Topics
    • AI-applied Cybersecurity
    • AI-driven Threats Detection
    • Malware Detection
    • Intrusion Detection