MINWOO LEE

Seoul, South Korea

• Tested an industrial PLC against network anomaly scenarios modeled after Achilles Level 1 certification checks.
• Generated UDP and ARP storm traffic through a direct computer-to-PLC setup and observed whether the PLC met expected safety criteria.
• Isolated the test computer from the internet during testing to avoid affecting external networks.

Seoul, South Korea

• Extended the KNN-based image classification algorithm into a 10-subject ML prototype based on Yellosis's released 5-subject products.
• Added new reference color criteria and level data for each added test subject to support broader health screening coverage.
• Improved photo-guide edge cases that caused user errors or incorrect classifications, helping the 10-subject ML prototype reach about 90% accuracy against medical urinalysis testing.

Milwaukee, WI

• Helped rebuild the nonprofit website and improved SEO so the organization could appear more clearly in Google Search.
• Built an events page that made community events easier for visitors to find and easier for the owner to manage.
• Added Google Analytics 4 tracking and created a practical client guide for using traffic, keyword, device, and page-visit data in funding reports.