About me
Hello, I’m TENG-LIN, a data scientist at Cathay Financial Holdings.
I have over eight years of hands-on experience in data analysis and machine/deep learning models in the telecommunications and financial industries.
I enjoy solving real-world problems using data science skills and sharing my practical experience at technology conferences in my spare time.
My ideal work style is to be a consultant, helping enterprises improve operational performance with my experience and techniques. If you have any questions, please feel free to contact me.
Service Experiences
- Data Scientist at Cathay Finacial Holdings(202309 ~)
- Data Scientist at Cathay United Bank(202109 ~202309)
- Data Analyst at Cathay United Bank(201906 ~202109)
- Data Analyst at Taiwan Star Telecom(201609 ~ 201906)
- Program Committee Co-chair at PyCon Taiwan community(2020~)
- Instructor at NCCU MITc(國立政治大學數理資訊社)(2022 ~)
Skills
- programming language: Python, R, SQL, Git, Linux
- skills: data visualization, data analysis, web crawler, machine learning, deep learning, Natural Language Processing
- IDE: VS Code
- Database: MSSQL, Hadoop, PostgreSQL
- Cloud: AWS
- Python Packages: pandas, pytorch, tensorflow, keras, networkx, igraph, numpy, matplotlib, seaborn, pyspark, langchain
Talks
- Topic Modeling with Python: What do Customers Care about Digital Banking Apps? PyCon Taiwan 2024. Kaohsiung, Taiwan.(2024-09-21)
- 臺灣與父母同住者購屋之探討 (Parental in Kind Housing Support inTransition to Home Ownership in Taiwan)。(Invited by PAOTW and National Development Council (國發會) 2024 台灣人口學會年會。台北,台灣。(2024-05-04)
- Mastering Feature Engineering: Mining the Hidden Salary Formula with CakeResume. Sciwork 2023. Hsinchu, Taiwan.(2023-12-09)
- Data Lineage: The Secret Weapon to Maintaining ML/DL Models. MOPCON 2023. Kaohsiung, Taiwan.(2023-11-11)
- Spark Task Optimization Journey: How I Increased 10x Speed by Performance Tuning. PyCon Taiwan 2023. Taipei, Taiwan.(2023-09-02)
- 開源套件的經營指南 Facebook-Crawler 套件的理念、策略與收穫. COSCUP 2022(開源人年會). Taipei, Taiwan.(2022-07-31)
- 讓機器學習服務 - 數據驅動客服的創新與實踐.MOPCON 2021(行動科技年會). Taipei, Taiwan. (2021-10-23)
- 產業、應用與待遇 - Python 在勞動市場中的職缺分析(2021). PyCon Taiwan 2021. Taipei, Taiwan.(2021-10-02)
- 誰識KOL? 2020台灣總統大選在 Facebook 上的社群網絡分析(II). PyData Taipei 2020. Taipei, Taiwan.(2020-11-28)
- Chatbot In Cathay: Service Journey and Social Network Analysis.. AI Academy(人工智慧年會) Taipei, Taiwan.(2020-11-14)
- 誰識KOL? 2020台灣總統大選在 Facebook 上的社群網絡分析. PyCon Taiwan 2020. Tainan, Taiwan.(2020-09-05)
- 重新檢視文化資本對台灣社會階層區辨的有效性。社會學年會。新竹,台灣。(2014-12-07)
Tutorials
Sprint
Papers
Python packages