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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

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