Avatar of Chi, Chia-Chi.
Chi, Chia-Chi
Machine Learning Scientist/Engineer
列印
Avatar of the user.

Chi, Chia-Chi

Machine Learning Scientist/Engineer
A 3-year ML scientist/engineer building data-driven solutions to solve real business problems. Experienced with data pipeline build and machine learning product development and deployment with different datatype on different platforms. Always keen to deliver up-to-date machine learning tools and SOTA models to optimize existing system. Seeking to develop ml products with a large number of users and impact.
Logo of the organization.
台灣資料科學股份有限公司
Logo of the organization.
國立政治大學(National Chengchi University)
台灣台北市

職場能力評價

專業背景

  • 目前狀態
    就職中
  • 專業
    數據工程師
    數據科學家
  • 產業
    人工智慧 / 機器學習
    物聯網/IoT
    軟體
  • 工作年資
    2 到 4 年 (2 到 4 年相關工作經驗)
  • 管理經歷
  • 技能
    Python
    PyTorch
    Machine Learning
    Deep Learning
    MLOps
    Computer Vision
    Edge Device
  • 語言能力
    English
    進階
    Chinese
    母語或雙語
  • 最高學歷
    碩士

求職偏好

  • 預期工作模式
    全職
    對遠端工作有興趣
  • 希望獲得的職位
    Data engineer
  • 期望的工作地點
    Taiwan
    USA
    Singapore
  • 接案服務
    兼職接案者

工作經驗

Logo of the organization.

Data Engineer

2020年3月 - 現在
台灣台北市
**AI testing platform Development and Maintenance** - Designed workflow and relational database according to normalization and use scenarios. - Built testing engine which integrates any model or API of PyTorch, ONNX and OpenCV. - Created a website with a backend engineer for visualization. - Cross-platform deployment by using docker. - Used by NARLabs for testing AI model robustness. **AI security system Development and Maintenance** - Defined use cases with business teams and designed a multi-threaded behavior detection algorithm which can detect specific behaviors accurately in real-time. - Managed the backup images of unusual behaviors on AWS S3. - Solved the problem of network and incompatible packages on edge devices. - Used by Taiwan Taoyuan International Airport for monitoring confidential area. **Wi-Fi Data Pipeline Design and Build** - Designed relational database according to normalization and use scenarios. - Built ETL pipelines from Elasticsearch to MySQL to offer personal features, which could classify people into different types of customers. - Collaborated with business teams to design data visualization for the dashboard. - Conducted data analysis reports to illustrate the results and insight. - Used by 30+ places across the nation including tourist spots such as Taipei Zoo.

學歷

Logo of the organization.
Master of Science (MS)
Math
2016 - 2019
簡介
TA, Advanced Calculus TA, Linear Algebra
Logo of the organization.
Bachelor of Arts (BA)
Chinese Literature
2012 - 2016
簡介
Participating in College Student Research Scholarship, NSC 〈才女/科學家的多元書寫──清代乾嘉時期王貞儀《德風亭集》研究〉 <Multiple Writings of Talented Women/Scientists ── A Study of Wang Zhenyi's "Defengting Collection" in the Qianjia Period of the Qing Dynasty>

資格認證

GEPT, High-Intermediate

The Language Training & Testing Center
發照日期 2010年8月
永久有效