莊承翰
The devil is in the detail.
目前專研在deep learning，為團隊尋找/驗證/分析各種新方法，並結合不同方法到實際的場域中，銜接學術理論到實際應用。
Algorithm Engineer
城市，TW
[email protected]
Summary
- Summary 5 years+ experience of Deep Learning, 9 years experience of Computer vision / Image processing.
- Capable of building AI(Image/Video) product from scratch both individually or co-work with various teams.
- Analysis, Experiment, Debug, Improve the Deep Learning system.
Kaggle
- Top 1% ( 16 / 1559 ) Sartorius - Cell Instance Segmentation (2021/12~2021/12)
- Top 4% ( 85 / 2160 ) Human Protein Atlas Image Classification (2018/11~2019/1)
profile
Skills
Software
- C++
- Python
Library / Framework
- OpenCV
- PyTorch
- LibTorch
DL / ML
- Classification / Regression
- One stage / Two stage Object Detection
- Inbalance Data Handle
- Domain Adaptation
- Semi/Self Supervised
- Data Augmentation
- Mislabel Data Detection
- New Class Detection
- Abnormal Detection
Experience
Delta Electronics, Algorithm Engineer, Jul 2017 ~ Now
[Projects]
- TFT-LCD defect detection
- Capacitance defect detection
- Ceramic substrate defect detection
- POC projects x 6
- Algorithms system Development & Maintain
[Achievement]
- Improve the accuracy of algorithms (compared with the previous version)
[TFT-LCD]
Achieve the accuracy 85-95% (human baseline~= 88~95% depend on different product line)
[Capacitance]
Improved the accuracy from 76% to 92% (human baseline = 94%)
[Ceramic substrate]
Achieve the accuracy 93% (human baseline = 94%) - Deal with the problem of the same product on the different machines, make the model can deploy to multiple machines
- Conversion metric make the solution more able to meet customer needs
- Provide the innovative methods for team members to help other projects proceed smoothly
[Skills]
- Deep Learning (Pytorch)
- Transitional CV
- C++ / Python
ADE Technology, Algorithm Engineer, Apr 2016 ~ Jul 2017
[Projects]
- License Plate Recognition System
- Algorithms development
- UI
- Pedestrian Detection
- Algorithms development
- Thermal Image Enhancement
- Transitional CV
- C++ / Python
Genius Vision Digital, Algorithm Engineer, Oct 2014 ~ Feb 2016
[Projects]
- License Plate Algorithms
- People Counting Algorithms
- System Debug and Maintain
- Significantly improve the executive performance of people counting algorithms (Reduce the CPU loading by 50%)
- Transitional CV
- C++
Education
National Chin-Yi University of Technology, 2011 ~ 2013
Master of Computer Science and Information Engineering
National Chin-Yi University of Technology, 2007 ~ 2011
Bachelor of Computer Science and Information Engineering
