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I work at the intersection of machine learning, continual learning, robotics, and computer vision. Focus on autonomous systems that generalize and can be understood.
Location
San Diego, CA / Hong Kong
Education
Math-CS, UC San Diego
Focus
Machine Learning · Robotics · Computer Vision
Languages
English · Cantonese · Mandarin · Japanese
Work Experience
E4E Lab · UC San Diego
Leading a 10+ member cross-functional team in collaboration with Scripps Institution of Oceanography to map 15M hectares of global mangroves via an automated Google Earth Engine pipeline and a global semantic segmentation network.
E4E Lab
E4E Lab · UC San Diego
Architected a custom gated ensemble network fusing state-of-the-art models and built a highly reproducible PyTorch training pipeline to process 500+ GB of high-resolution drone imagery.
E4E Lab
Centre for Artificial Intelligence and Robotics (CAIR) · HKISI
Co-authored a continual learning paper submitted to COLT 2026, proposing a dimension expansion algorithm and Newton-type optimization method with proven non-asymptotic error bounds.
Centre for Artificial Intelligence and Robotics (CAIR)
SKAI · Hong Kong SAR
Built and deployed an end-to-end YOLOv11 vertebrae detection system achieving 97.88% mAP50, processing 1,000+ diagnostic images at Queen Elizabeth Hospital via a custom GCP MLOps pipeline.
SKAI