李光庭 / Edward Lee

AI / Software Engineer


  linkedin.com/in/kuang-ting-lee-447174181            gitlab.com/summer51202                                         [email protected]                                         (+886) 983-625-321                                                    

About Me

  • A proactive software engineer with specialized skills in AI and machine learning
  • 4+ years experience in research & development of artificial intelligence (AI)
  • Master of Computer Science

Work Experience

  • Junior Engineer - ASUS (March, 2022 - Now)
    • Refactored the legacy code of the tool which achieving a 60% reduction in code volume and improving the readibility of the program logic
    • Optimized feature matching processes in the intelligent checkout system by caching techniques that halved the system's resident memory usage
    • Maintained the AISVision Verifier and resolved bugs for user experience
    • Developed C# APIs of Anomaly detection and Classification models for the customer demo tool 
    • Conducted research on 3D surface reconstruction and proposed a novel framewrok for two patent submissions
    • Conducted research and re-implementation of YOLOv8 in TensorFlow 2.0
  • Part-time Employee - HMSHost Kennebunk South Travel Plaza (June, 2017 - Sep., 2017)
    • Work & Travel USA 2017

Education

  • National Chung Hsing University, Master Degree, Computer Science and Engineering (2019 - 2021) 

  • National Cheng Kung University, Bachelor Degree, Materials Science and Engineering (2013 - 2018)

Patents

  • 智慧倉儲空間最佳化輔助系統

  • 基於Transformer架構的三維表面重建方法

Publications

  • 2023 IEEE Transactions on Image Processing

    • C.-Y. Chiou, K.-T. Lee, C.-R. Huang and P.-C. Chung, "ADMM-SRNet: Alternating Direction Method of Multipliers based Sparse Representation Network for One-Class Classification," IEEE Transactions on Image Processing, vol. 32, pp. 2843-2856, 2023, doi: 10.1109/TIP.2023.3274488.

  • 2020 International Computer Symposium 

    • K. -T. Lee, C. -Y. Chiou and C. -R. Huang, "One-Class Novelty Detection via Sparse Representation with Contrastive Deep Features," 2020 International Computer Symposium (ICS), 2020, pp. 61-66, doi: 10.1109/ICS51289.2020.00022.

Awards

  • AI CUP 2023 教育部全國大專院校人工智慧競賽 教電腦看羽球競賽 - TOP 25%

  • 2022 Intel DevCup - Excellent Work Award

    • 數位孿生空間管理系統

  • International ICT Innovative Services Awards 2020 - First Place Award

    • Few-Shot Self-Supervised Learning for AI-based Automatic Optical Inspection in Industry 4.0 

  • International ICT Innovative Services Awards 2019 - Second Place Award

    • AI based Traffic Condition Recognition and Visualization in Modern Smart City 

Professional Skills

  • Programming Languages

    • Python, C#, C++, C

  • Deep Learning Frameworks
    • PyTorch, Tensorflow, Keras

  • Development Tools

    • Git, Jenkins, Mantis 

Languages

  • English — Advanced
    • TOEFL iBT 80
  • Mandarin — Native speaker