CV
Education
- Ph.D in College of Electrical Engineering and Computer Science, National Tsing Hua University
- M.S. in Industrial and System Engineering, Chung Yuan Christian University
Awards
- 2023 TSMC ESG Competition Best Award
- 2023 CVPR (Vancouver) TechArt Piece Selected for Exhibition
- 2022 TSMC Collaboration for Internal Control Excellence Symposium First Award
- 2021 Linz Electronic Arts Festival (Austria) TechArt Piece Selected for Exhibition.
- 2021 National Tsing Hua University International Paper Best Award
- 2020 SEMI Advanced Semiconductor Manufacturing Conference Best Paper Award
- 2020 TSMC Machine Learning Competition First Runner-up
- 2018 TSMC Kaggle Competition First Award
- 2011, 2015, 2016 TSMC CIT Competition Frist Award
- 2011, 2016 TSMC Annual First Award
Work experience
- 2024 -: Institute of Artificial Intelligence Innovation, NYCU
- 2020 - 2023: Chief Engineering, Machine Learning Dept, TSMC
- Create data-driven solutions to semiconductor operations problems (e.g. defect detection, fail rate analysis) across a variety of department using machine learning and statistics
- Used EDA, statistical tools, machine learning modeling algorithms and model performance tools for creating a backend model to estimate control wafer fail rate
- Develop AIOps for IT Operations, focuses on analyzing and prioritizing millions of events on K8S
- Developed and deployed deep learning models for object detection
- 2015 - 2019: Supervisor, MEP Dept, TSMC
- Design a dashboard, a frontend UI development, as a visualization tool for the user
- Responsible for the planning and re-designing the internal work flow of the semiconductor manufacturing line. Achieved a productivity improvement of 40% with a auto workflow built in Web UI
- Wrote simulations to study the sensitivity of equipment productivity
- Use a variety of Big Data tools to analyse semiconductor process history and solve the system problem in foundry.
Activities
- 2017 - 2023: Quality & Reliability, TSMC
- Member of CIT Competition Juror
- 2022 - now: Reviewer
- Computer Vision and Pattern Recognition Conference (CVPR)
- International Conference on Computer Vision (ICCV)
- IEEE Transactions on Neural Networks and Learning Systems (TNNLS)
- IEEE Transactions on Instrumentation and Measurement (TIM)