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Definition of Reputation Credits
楊佳儒 Roger Yong
I have experience in Statistical Tests, Data Analysis, Machine Learning, Deep Learning and Image Recognition. I am also with programming skills in Python, SQL, R, HTML. Besides that, I am a self-motivated person who is eager to gain more experience on programming and a good teamworker.
1996, New Taipei，TW 0939-121-671
[email protected]
Experience
IE Engineer / Vanguard International Semiconductor Corporation
2021 / 8 - 2021 / 10, 2022 / 2 - Present
Job Description:
- Tool Productivity Management Report System
- CAPEX New Tool Performance Tracing
- Abnormal Tool Performance Auto-Alarm Email
- IE Dept Database Development and Management
Python | Power BI | Oracle SQL | Microsoft SQL | Django | UiPath
AI Algorithm Intern / Gallant Precision Machining Co Ltd
2021 / 3 - 2021 / 6
Job Description:
Improve the algorithm by localizing and classifying defects on wafers.
By using machine learning and deep learning methods to improve the algorithm by localizing and classifying defects on wafers. The purpose is to rescue the overkilled wafer (which was supposed to be normal but was detected as a defective product by AOI machine).
Methodology:
- Resnet
- Densenet
- Defect Detection Using Denoising Convolutional Autoencoder
- Unsupervised Anomaly Detection Using Deep Autoencoding Gaussian Mixture model
Python | PyTorch | Machine Learning | Deep Learning | OpenCV
Automation Developer Intern / Vanguard International Semiconductor Corporation
2020 / 7 - 2020 / 8
- Face Recognition
- Lot ID Recognition
- Automation Report System Development
Research Assistant / National Chiao Tung University Big Data Research Center
2018 / 7 - 2020 / 12
Job Description:
- Analyze the selection orientation and effectiveness of various courses in the college through statistics method or machine learning.
- Analyze world university rankings
- Analyze paper influence of Kaohsiung Medical University
- Course recommendation system
Data analysis | Database managemen | Statistical Tests | Machine Learning | Web crawler
Research Assistant / National Chiao Tung University
2019 / 9 - 2021 / 7
- Performance Analysis of F-policy GI/M/1/K Queuing System with Heterogeneous Service Rates
- Performance comparison of typical machine learning algorithms for abnormal prediction of process capability indicators under unbalanced data
Industry-Academia Cooperation / CAR GO ENTERPRISE LTD.
2019 / 11 - 2020 / 6
- Warehouse management of customized motor vehicle parts vacuum forming process
- Quality monitoring system development
EDUCATION
Master of Industrial Engineering and Management
National Chiao Tung University
2019 / 9 - 2021 / 7
Bachelor of Industrial Engineering and Management
National Chiao Tung University
2015 / 9 - 2019 / 6
Skill
Programming
Python, R, SQL, Power BI
Skill
Data Analysis, Operation Research, Machine Learning, Statistic, Deep Learning, Database management
Research Program
Assessing Create, Interdisciplinary and Hand-on Learning Outcomes in Innovative Creative Technology Co-working Space
2019/ 7 - 2020/ 6
Optimal Inventory Replenishment Policy for a Multi-server Queueing System with Balking, Reneging and Feedback
2020/9 - 2020/ 7
Performance Analysis of GI/M/1/K Queuing System with F-policy and Heterogeneous Service Rates and Optimization
Performance Comparison Of Typical Machine Learning Algorithms For Abnormal Prediction Of Process Capability Indicators Under Unbalanced Data
2020/ 9 - 2021/ 7
Establish interpretable and repayable predictive models through the typical machine learning algorithms, and use process capability indicators as the response variables for consistent quality abnormalities, abnormal production yields, and abnormal process capabilities to compare the performance of different algorithms in limited samples.
OTHERS
The 16th Annual Meeting of the Operations Research Society of Taiwan (ORSTW 2020)
Date : 2020/11/16
subject : The Application of Statistics and Quantity Method
Thesis Topic: Performance Analysis of GI/M/1/K Queuing System with F-policy and Heterogeneous Service Rates
Journal Article-Journal of Industrial and Management Optimization (JIMO)
楊佳儒 Roger Yong
I have experience in Statistical Tests, Data Analysis, Machine Learning, Deep Learning and Image Recognition. I am also with programming skills in Python, SQL, R, HTML. Besides that, I am a self-motivated person who is eager to gain more experience on programming and a good teamworker.
1996, New Taipei，TW 0939-121-671
[email protected]
Experience
IE Engineer / Vanguard International Semiconductor Corporation
2021 / 8 - 2021 / 10, 2022 / 2 - Present
Job Description:
- Tool Productivity Management Report System
- CAPEX New Tool Performance Tracing
- Abnormal Tool Performance Auto-Alarm Email
- IE Dept Database Development and Management
Python | Power BI | Oracle SQL | Microsoft SQL | Django | UiPath
AI Algorithm Intern / Gallant Precision Machining Co Ltd
2021 / 3 - 2021 / 6
Job Description:
Improve the algorithm by localizing and classifying defects on wafers.
By using machine learning and deep learning methods to improve the algorithm by localizing and classifying defects on wafers. The purpose is to rescue the overkilled wafer (which was supposed to be normal but was detected as a defective product by AOI machine).
Methodology:
- Resnet
- Densenet
- Defect Detection Using Denoising Convolutional Autoencoder
- Unsupervised Anomaly Detection Using Deep Autoencoding Gaussian Mixture model
Python | PyTorch | Machine Learning | Deep Learning | OpenCV
Automation Developer Intern / Vanguard International Semiconductor Corporation
2020 / 7 - 2020 / 8
- Face Recognition
- Lot ID Recognition
- Automation Report System Development
Research Assistant / National Chiao Tung University Big Data Research Center
2018 / 7 - 2020 / 12
Job Description:
- Analyze the selection orientation and effectiveness of various courses in the college through statistics method or machine learning.
- Analyze world university rankings
- Analyze paper influence of Kaohsiung Medical University
- Course recommendation system
Data analysis | Database managemen | Statistical Tests | Machine Learning | Web crawler
Research Assistant / National Chiao Tung University
2019 / 9 - 2021 / 7
- Performance Analysis of F-policy GI/M/1/K Queuing System with Heterogeneous Service Rates
- Performance comparison of typical machine learning algorithms for abnormal prediction of process capability indicators under unbalanced data
Industry-Academia Cooperation / CAR GO ENTERPRISE LTD.
2019 / 11 - 2020 / 6
- Warehouse management of customized motor vehicle parts vacuum forming process
- Quality monitoring system development
EDUCATION
Master of Industrial Engineering and Management
National Chiao Tung University
2019 / 9 - 2021 / 7
Bachelor of Industrial Engineering and Management
National Chiao Tung University
2015 / 9 - 2019 / 6
Skill
Programming
Python, R, SQL, Power BI
Skill
Data Analysis, Operation Research, Machine Learning, Statistic, Deep Learning, Database management
Research Program
Assessing Create, Interdisciplinary and Hand-on Learning Outcomes in Innovative Creative Technology Co-working Space
2019/ 7 - 2020/ 6
Optimal Inventory Replenishment Policy for a Multi-server Queueing System with Balking, Reneging and Feedback
2020/9 - 2020/ 7
Performance Analysis of GI/M/1/K Queuing System with F-policy and Heterogeneous Service Rates and Optimization
Performance Comparison Of Typical Machine Learning Algorithms For Abnormal Prediction Of Process Capability Indicators Under Unbalanced Data
2020/ 9 - 2021/ 7
Establish interpretable and repayable predictive models through the typical machine learning algorithms, and use process capability indicators as the response variables for consistent quality abnormalities, abnormal production yields, and abnormal process capabilities to compare the performance of different algorithms in limited samples.
OTHERS
The 16th Annual Meeting of the Operations Research Society of Taiwan (ORSTW 2020)
Date : 2020/11/16
subject : The Application of Statistics and Quantity Method
Thesis Topic: Performance Analysis of GI/M/1/K Queuing System with F-policy and Heterogeneous Service Rates