Avatar of Tseng Po-Yen.
Tseng Po-Yen
Software Engineer
ProfileResume
Posts
5Connections
Print
Avatar of the user.

Tseng Po-Yen

Software Engineer
THLight
National Chiao Tung University
New Taipei City, 台灣

Professional Background

  • Current status
    Employed
  • Profession
    Data Scientist
  • Fields
    Software
  • Work experience
    2-4 years (2-4 years relevant)
  • Management
  • Skills
    Tensorflow
    python
    keras
    R
    C
    C++
  • Languages
    English
    Fluent
  • Highest level of education

Job search preferences

  • Desired job type
    Full-time
    Not interested in working remotely
  • Desired positions
    Software Engineer
  • Desired work locations
    Taipei, Taiwan
  • Freelance
    Non-freelancer

Work Experience

Software Engineer

Feb 2020 - Present
Main Work: 1. Instead of triangulation, use machine learning model to determine the threshold of RSSI which always unstable. 2. Upgrade the TF1 to TF2, and improve model accuracy in lots of cases like Mackay Memorial Hospital(馬偕), BMW, Leaspy(宇博), Hannstar(瀚宇彩晶) and etc. 3. Conduct experiment and write test for new product, for beacon transmitted by BLE. 3. System maintenance and repair Other research: 1. For the propose of improve locating accuracy, search the object detection 2. Demo Raspberry Pi 4 with Google Coral Accelerator to run related object detection models

Software Engineer

Sep 2018 - Feb 2020
1 yr 6 mos
Main Work: 1. AOI inspection of panels and light guide plates, and helps factories to reduce labor costs. 2. Use Energy-based model to achieve automatic detection finding the defect on panels. 3. Then, determining the threshold by OpenCV 4. More, Semi-Supervised learning can help to define what is the defect like the cognition by operators, and the concept of out-of-distribution may be the good way to determine the threshold. 5. With a small number of light guide plates, the results of the algorithm at the beginning of the cutting test: accuracy 0.814 (base: 0.643), F1 score: 0.691 6. Applying patent for the above algorithm Others: 1. Train GPU efficiently, and build docker file for personal project in order to separate others environment. 2. Build the automatic daily mail for reporting the data of production by the factory, and the condition of the hardware.

Education

Master's degree Industrial Engineering and Management
2016 - 2018
Bachelor's degree Electrical and Electronics Engineering
2012 - 2016