cv
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General Information
| Full Name | Doo-Seop Choi |
Education
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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.
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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
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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.
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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).
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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.
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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.
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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.
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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.
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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.
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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
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Research Topics
- AI-applied Cybersecurity
- AI-driven Threats Detection
- Malware Detection
- Intrusion Detection