Yu-Sheng, Lin (リン)
Contact : [email protected]
Worked as the only machine learning engineer in the research department of Moldex3D. I covered the jobs in data science and completed many projects. Especially in 3D data analysis. Participated in many data competitions and accumulated cooperation experience when I was student. Currently, I am learning Japanese at a Japanese language school in Tokyo.
Education
2018 - 2021
National Chung Hsing University
Master's degree, Statistics
- GPA 4.03/4.3
- Cross-departmental research
- Machine Learning
- Deep Reinforcement Learning
- Building experience filter in deep reinforcement learning for equity trading
- Many scholarships
- Won the data competition
- Python, Tensorflow, R, MATLAB, C++
2014 - 2018
Chung Yuan Christian University
Bachelor's degree, Applied Mathematics
- Rank 2/118、GPA 3.594 / 4.0
- Took 3 different courses (Statistics, Computer Science, Big Data)
- Data analysis skills
- Dean's List
- Discipline excellence award (Advanced Calculus, Linear algebra)
- Many scholarships
- Participated in the data competitions
- Python, R, SAS, C++, SQL, java, HTML, AWK
Work Experience
Machine Learning Engineer • Moldex3D
Dec 2021 - May 2023
As the only machine learning engineer, leading the research department projects.
Developed the company's CAE software functions with data science.
- Developed a recommender system with 3D data similarity
- Unlabeled 3D data classification system
- Dealing with the gap between simulation and real experiments
- Data-driven analysis flow
- Image processing and design the quality index
- Participate in multiple AI seminars
Competitions
Feb 2019 - Jun 2019
The Outstanding Application Award
2019 Chunghwa (Taiwan’s National Post Office) Big Data Competition
- Used an One-class Classifier End-to-end GAN model to look for potential customers.
- Found a suitable address for setting up new e-postbox services with the anomaly detection method.
May 2017 - Jul 2017
Match Recommendation 6th place in prediction accuracy
2017 104 Corporation AWS Hackathon - Match Recommendation
- Used web browsing records data to determine whether there is an application for work.
- Recommended system with matching algorithm.
- Had work experience using AWS.
Feb 2017 - Mar 2017
Personal full scores in preliminary rounds
SAS E.SUN Bank The 6th Big Data Data Scientist Competition - FinTech Predicting Future Challenge
- SAS EG Data Analysis Competition.
May 2011 - Aug 2011
Certificate of Outstanding Performance
World Robot OLYMPIAD 2011
- LEGO robot competition.
- Had the experience of using the programming language in junior high school for the very first time. (C++)
Industry-University Cooperation Experience
Data scientist • AU Optronics Corporation
- Optimized production experiment with reinforcement learning methods.
- Proposed reasonable data collection methods and maintained the work progress of the group.
- Coordinated with customers and decreased training costs under budget.
Oct 2019 - Oct 2020
Certifications
SAS Certified Base Programmer for SAS 9
SAS Institute Inc.
2017
SAS EG Certification verification
SAS Institute Inc.
2017
Skills
- Data Science
- Machine Learning
- Statistics
- Web crawler
- Python
- Tensorflow
- R
- SAS
- C++
- SQL
- HTML
Languages
- Chinese — Native Speaker
- English — Conversant
- Japanese — Studying in Japanese Language school
