B F
@bf0
AI specialist with 4 years of experience in data science.
What I'm looking for
I am an AI specialist and data scientist with four years of experience in transforming complex visual and time-series data into production AI systems, particularly for rail and smart-city applications. My work has led to the development of innovative solutions, including a rail track defect detection system that achieved 99% precision and 95% recall, and a pantograph carbon-strip wear detector presented at the Rail Conference 2024 in Prague. I hold four patents and was awarded the 2024 Geneva Inventions Silver Medal for my contributions to AI-driven inspection systems.
Currently, I am a PhD candidate at The Hong Kong Polytechnic University, focusing on deep learning for reliability engineering. My research includes deploying a real-time person tracking and counting AI algorithm for the Hong Kong Police smart pole infrastructure and designing a custom Transformer architecture that significantly improved performance on the NASA C-MAPSS jet engine benchmark. I am passionate about leveraging AI to solve real-world problems and continuously seek opportunities to innovate and contribute to the field.
Experience
Work history, roles, and key accomplishments
PhD Candidate
The Hong Kong Polytechnic University
Jan 2022 - Present (4 years 5 months)
Deployed a real-time person tracking and counting AI algorithm for HK Police smart pole infrastructure. Designed custom Transformer architectures (MoE, DiT, iTransformer) that reduced RMSE by 50% on the NASA C-MAPSS jet engine benchmark.
Research Associate
Centre for Advances in Reliability and Safety
May 2021 - Present (5 years 1 month)
Built an AWS-hosted RAG system utilizing AWS DeepSeek, Azure ChatGPT, and Google Gemini for indexing documents, tables, and graph OCR. Developed a rail track defect detection system for MTR, achieving 99% precision and 95% recall.
Education
Degrees, certifications, and relevant coursework
The Hong Kong Polytechnic University
PhD, Electrical & Electronic Engineering, AI
Currently pursuing a PhD in Electrical & Electronic Engineering with a focus on AI at The Hong Kong Polytechnic University. Research is centered on deep learning applications for reliability engineering.
The Chinese University of Hong Kong
MSc, Data Science & Business Analytics
Grade: Academic Excellence Award
Completed a Master of Science in Data Science & Business Analytics at The Chinese University of Hong Kong. Recognized with an Academic Excellence Award for outstanding performance.
City University of Hong Kong
BSc, Surveying
Obtained a Bachelor of Science in Surveying from City University of Hong Kong. This foundational degree provided a comprehensive understanding of surveying principles.
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