蘇芳沂 Bill Su
Email: [email protected] • Tel: 0934-286-462
- I am capable of completing work independently, but I enjoy the efficiency and atmosphere that team collaboration brings even more.
- Proficient in using cloud platforms, such as GCP and AWS.
- Good at cross-field communication.
WORK EXPERIENCE
Data Engineer in the DDT of Cathay Financial Holdings
Mainly responsible for building data middle platform services on the cloud platform, which includes the design and build of ETL architecture, as well as the design of operation and maintenance solutions. In addition, I have completed an MLOps on AWS POC project, and am currently actively integrating it into the organization's data service architecture.
- Build batch and streaming ETL on GCP
- Implement MLOps on AWS
- Implement operational mechanisms using custom log, cloud logging, cloud monitoring.
2022/5 - Present
IT engineer in the Formosa Plastics Group
In charge of the installation and maintenance of the aix servers and database, such as the installation and configuration of the necessary application software, database construction, data backup, solving users' IT problems, etc.
- AIX server management
- AIX server and Oracle database user accounts permissions management
- Daily data backup and recovery
- Oracle database installation and configuration
- Oracle Weblogic server, Forms & Report server installation and configuration
2021/8 - 2022/5
EDUCATION
National Sun Yat-Sen University, Sep 2019 - Jul 2021
Master of Information Management
Honours:
- Co-author of the 2021 IEEE Conference on Information Reuse and Integration for Data Science (IRI) paper:「Towards Model-informed Precision Dosing with Expert-in-the-loop Machine Learning」
NSYSU Big Data Analysis in-class Competition - First Place
Mentor of 2021 NSYSU Business Wisdom Day and R Language Camp - Creative Award
Coursework: Big data analytics, statistical learning and data mining, database management, computer network, deep learning, systems analysis and design, data exploration and visualization (R), time series analysis, digital marketing
Tung Hai University, Sep 2013 - Jun 2017
Bachelor of Statistics
Honours:
- 2017 NCCU Statistics Competition: Government Public Data - Enter the Finals
- 2017 TMU Datathon - Enter the Finals
Coursework: Statistics, linear algebra, regression analysis, nonparametric analysis, multivariate analysis, probability, mathematical statistics, programming design
SKILLS & CERTIFICATION
Data Science
- Human-in-the-loop machine learning
- Interpretable machine learning
- Deep learning
- Statistic method
Soft Skills
- Python
- GCP, AWS
- Server maintains - AIX、Linux
Language
- Chinese - native
- English - intermediate
Certification
- Google Cloud: Professional Data Engineer Certification
PROJECTS
MLOps on AWS POC, Jan 2023 - Apr 2023
Through the integration of MLOps in three different use cases, and the completion of the MLOps POC project in collaboration with AWS consultants. In this project, I served as the main data engineer, responsible for the writing of the preliminary ETL code, mid-term workshop arrangement, content communication adjustment, and finally, the implementation and acceptance.
- Write ETL Python code
- Implementation and Acceptance of the POC project
- Introducing the concept of MLOps into the enterprise
KMUH Precision Dosing AI, Dec 2019 - Jul 2021
Focus on model-based human-machine interactive machine learning.
Try to improve the efficiency and accuracy of model training by extracting experts' domain knowledge.
- Build and compare with interpretable model and NN model
- Communicate with experts in different domains
- Design a suitable loss function
NSYSU Big Data Analytics Platform, Oct 2019 - Feb 2021
Maintain the big data analytics servers, including big data analytics services (Hadoop, Spark, GPU computing), text analysis, and unified analytics platform.
- Manage users' accounts
- Data backup management
- Solve users' environment setting problems
