Resume
Experience
2014 - Present
Principal Data Scientist
TSMC
Hsinchu, Taiwan
Worked as part of the intelligent manufacturing, a growing dedicated data science team within semiconductors:
1. Created data-driven solutions to semiconductor operations problems (e.g. defect detection, fail rate analysis) across various departments using machine learning and statistics.
2. Used EDA, statistical tools, machine learning modelling algorithms, and model performance tools to create a back-end model to estimate the control wafer fail rate.
3. Developed AIOps for IT Operations, focusing on analyzing and prioritizing millions of events on K8S.
4. Researched and implemented computer vision-based defect detection and provided continual support for the product.
6. Developed and deployed deep learning models for object detection.
6. Built statistical models to recognize risky situations using a combination of inline and offline monitors in Foundry.ai.
7. Improved existing models by resolving practical and algorithmic issues.
8. Developed scalable production Python code for client deployment.
9. Supported various Data Science projects.
2011 - 2014
System Engineer
TSMC
Hsinchu, Taiwan
1. Designed a dashboard, in frontend UI development, as a visualisation tool for the user.
2. Planned and re-designed the internal workflow of the semiconductor manufacturing line. Achieved a productivity improvement of 40% with an auto workflow built-in Web UI.
3. Wrote simulations to study the sensitivity of equipment productivity.
4. Used various Big Data tools to analyse semiconductor process history and solved the system problem in Foundary.ai.
Education
2019 - 2023
National Tsing Hua University
Ph.D.
International Intercollegiate Ph.D. program, Artificial Intelligence.
Hsinchu, Taiwan
2012 - 2015
Chung Yuan Christian University
Industrial and System Engineering.
Master
Taoyuan City
Professional skillset
Deep Learning
Quantum Computing
Machine Learning
Blockchain
Reviewing Services
Computer Vision and Pattern Recognition Conference (CVPR)
International Conference on Computer Vision (ICCV)
IEEE Transactions on Neural Networks and Learning Systems
IEEE Transactions on Instrumentation and Measurement
tsmc CIT Conference