Diffusion | Backend Engineer | Project Management | AI Enthusiast | Start-up Leader
Driven by a passion for artificial intelligence and innovative technologies, I have actively contributed to the AI community through open-source projects, such as translating Hugging Face Transformers documentation into Korean, implementing authentication check APIs, and optimizing models through GGUF quantization. As CEO of itHome, I spearheaded the development of O2O Prop Tech solutions for room matching and analysis tailored to foreign clients, while leading the design and development of user-centric websites to enhance platform functionality and customer satisfaction. My innovative approach to AI applications, particularly in CGI and vision, has been recognized with prestigious awards, including the Excellence Award at Ajou University Deep Learning Challenge and the Creativity Award at the Army Start-up Competition. Additionally, I have experience in securing critical data and systems, implementing security policies, and managing IT infrastructure to safeguard digital assets. As a Computer Science undergraduate at Ajou University, I am committed to mastering AI techniques and applying them to dynamic, technology-driven environments.
- Defense Integrated Data Center (DIDC) (Compulsory Military Service) Gyeonggi, S.Korea IT SECURiTY MANAGER
Mar 2022 - Aug 2023
• Prevented hacking attempts on the Department of Defense servers through robust system security measures utilizing VPN, Proxy, NAT, and IPS.
• Managed the entire server infrastructure of the Department of Defense, primarily employing Linux systems.
- Hugging Face Contributor
Feb 2024 - Present
• Translated official Hugging Face Transformers documentation into Korean, enhancing accessibility for the Korean machine learning community.
• Developed and implemented an authentication check API and GGUF quantization to improve model efficiency and platform security.
• Identified and resolved quantization-related issues, and organized error files to streamline troubleshooting and enhance overall system reliability.
- 잇홈(ItHome) CEO
Sep 2024 - Present
• Developed O2O Prop Tech solutions focused on room matching and analysis for foreign clients.
• Led the design and development of the company’s website, improving user experience and platform functionality.
• Implemented data-driven strategies to optimize property matching processes and enhance customer satisfaction.
Start-Up Competition
- Army Start-up Competition 2022 Creative Award Nov. 2022 - Mar. 2023
- Department of Defense Start-up Competition Finalist Mar. 2023 - Jun. 2023
- IP Conference Excellence Award Nov. 2024
Open Source Contribution(AI)
- OSSCA Special Award Nov. 2024
- HuggingFace Significant Contributor Siginficant Contributor 4 times Dec. 2024
- Ajou university deep learning challenge 2021 Excellence Award Oct. 2021 - Nov. 2021
Algorithm
- 2024 APC Excellence Award Oct. 2021 - Nov. 2021
- 2023 Summary Research Papers(Notion) Jan 2023 - Nov 2023
Summary of artificial intelligence papers (total 131 papers)
- HuggingFace KREW Mar. 2024 ‑ PRESENT
- Sublet Project Aug. 2023 ‑ PRESENT
- Pytorch Research Paper Implementations and Review Nov. 2022 ‑ Present
- Development of artificial intelligence and GrabCAM combined site with Pytorch April. 2022 ‑ Sep. 2022
Member
• Skills: Markdown, Contribute, Communication
Translated official Hugging Face Transformers documentation into Korean, enhancing accessibility for the Korean machine learning community. Developed and implemented an authentication check API and GGUF quantization to improve model efficiency and platform security. Identified and resolved quantization-related issues, and organized error files to streamline troubleshooting and enhance overall system reliability
Contributed Document: HuggingFace Hub, HuggingFace Transformer
BACKEND DEVELOPER, PROJECT LEADER
• Skills: Prisma, MongoDB, Figma, Typescript
• Spearheaded the development of a Sublet site aimed at addressing subletting issues in Korea, taking on the roles of a backend developer and
product manager to streamline and innovate rental solutions.
CGI DEVELOPER, PROJECT LEADER
• Skills: English, Pytorch
• Maintained a repository showcasing implemented proof‑of‑concepts for cutting‑edge CGI models as presented in academic research papers,
highlighting proficiency in Pytorch and research application.
AI DEVELOPER, BACKEND DEVELOPER
• Pioneered an intuitive AI model swapping feature for a user‑centric site, empowering users to easily modify AI applications.
• Integrated Grad CAM from the suite of Explainable AI (XAI) techniques to visualize and understand the decision‑making processes of AI, enhanc‑
ing transparency and user trust.
