Hi, This is Tim.
A technology enthusiast. A fast learner. A life hacker.
Master of Science in Information Management, 2022
National Taiwan University
Bachelor of Science in Industrial and Information Management, 2020
National Cheng Kung University
Experience
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AI Intern, Garmin Taiwan
08/2021 – 11/2021
- - Build and deploy object detection models for monitoring assembly processes
- - Track production line operators using Deep SORT algorithm
- - Collect and analyze manufacturing data to improve production efficiency
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Statistics Teaching Assistant, NTU
09/2020 - Present
- - Deliver lab courses to 40 undergraduate students on descriptive and inferential statistics
- - Evaluate and grade students' assignments and reports
- - Resolve students' academic or python programming questions
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Quality Product and Safety Control Intern, Jardine Schindler Lifts
07/2020 - 08/2020
- - Analyzed production and maintenance data to evaluate quality
- - Improved product installation process to promote efficient utilization and saved 15% time
- - Built a knowledge base to help over 50 technicians easily find solutions to their problems
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Student Association Director, Department of IIM, NCKU
07/2018 - 06/2019
- - Organized 30 department events and extra-curricular activities in one year
- - Evaluate and grade students' assignments and reports
AI Intern, Garmin Taiwan
08/2021 – 11/2021
- - Build and deploy object detection models for monitoring assembly processes
- - Track production line operators using Deep SORT algorithm
- - Collect and analyze manufacturing data to improve production efficiency
Statistics Teaching Assistant, NTU
09/2020 - Present
- - Deliver lab courses to 40 undergraduate students on descriptive and inferential statistics
- - Evaluate and grade students' assignments and reports
- - Resolve students' academic or python programming questions
Quality Product and Safety Control Intern, Jardine Schindler Lifts
07/2020 - 08/2020
- - Analyzed production and maintenance data to evaluate quality
- - Improved product installation process to promote efficient utilization and saved 15% time
- - Built a knowledge base to help over 50 technicians easily find solutions to their problems
Student Association Director, Department of IIM, NCKU
07/2018 - 06/2019
- - Organized 30 department events and extra-curricular activities in one year
- - Evaluate and grade students' assignments and reports
Portfolio
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Business Analytics
Evaluated location selection for hand-shake beverages stores in Taipei by open government data.
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Algorithm Implementation
Created a WinForm application to solve job assignment problems by genetic algorithm using C#.
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Image Recognition
Identified COVID-19 from X-Ray images and interpreted the neural networks by LIME and Grad-Cam.
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Data Analytics
Predicted solar generation based on weather forecasts data by machine learning techniques.