李念祖

Harden Li

Soft Engineer; AIOT Engineer ; Back-End Engineer

I have a strong passion for pursuing abilities and self-learning, and enjoy practical implementation and the process of solving problems. I consider myself flexible and a fast learner, and I enjoy project development and technical research. I am capable of fulfilling development project roles.

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Passion

  • AI
  • Edge Device
  • SQL & NOSQL
  • Back-end

Skill

  • Python
    • Big-Data
    • Visualize
    • ML/DL
    • CV
  • Computer Vision
    • CNN
    • YOLO
    • Seg
  • Web
    • Flask
    • HTML
    • CSS
  • IOT
    • Jetson
    • Raspberry
    • MQTT

Award

  • 2020 Practical Competition on IOT - TOP 10
  • 2021 Institute of Higher Education Mechatronics Innovation& Creative Intelligence Practice Competition - TOP 10

Project

  • Continuous real-time video fall detection system foruse in care centers
  • real-time measurement system for the light transmittance of black and white smoke
  • Analysis of traffic accidents in Taichung City over the past decade

Experience

June 2020 - June 2021
July 2022 - September 2022
September 2022 - Present


Software Architecture::

Establishing system architecture such as the connection between programming languages, front-end web pages and back-end servers, back-end databases and back-end operations, so that the system can input from edge devices acceleratly, transmit to the cloud, access the back-end database and perform operations before returning to the front-end and user end.

IOT：

  • Edge device Applications：Jetson Nano/Nx and Raspberry Pi
  • MQTT to be communication protocol

    • Computer Vision：


  • Image processing

    • Gaussian filter, binarization cut to reduce noise and deepen object contours in the image


  • Depth image

    • Intel RealSense Camera

    Medical Imaging and Pathology Imaging


  • Deep learning

  • YOLO：anomaly detection
  • Unet : segmentation
  • CNN : classification
  • SOTA Research