Hong Zhuang
Machine Learning and Full Stack Development Engineer
About Me
Hello! I’m Hong Zhuang. I am passionate about Machine Learning and backend developing. I am a skilled Machine Learning and master of Maching Learning tools such as Python and Pytorch. I am a quick learner and a team worker that gets the job done.
Professional Skills
Work Experience
Education
Portfolio
Back-end / Python / Pytorch / FastAPI / YOLOv8 / SAHI
Real-time firearms detection and early warning systems
This project developed a website allowing users to add live video feeds from their company or home cameras, enabling real-time threat detection by the backend. Special focus was given to detecting small objects like guns. Upon detecting a threat, the system sends an emergency email alert. YOLOv8 was trained and optimized with the SAHI algorithm for automatic detection and segmentation, used to identify guns in real-time video streams. Multiple APIs, including machine learning APIs, were developed for model calls, capable of detecting threats in photos, videos, and live streams, returning the detection results. This project won the Amazon Sigma Award.