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Chi, Chia-Chi
Machine Learning Scientist/Engineer
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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.
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台灣資料科學股份有限公司
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國立政治大學(National Chengchi University)
台灣台北市

职场能力评价

专业背景

  • 目前状态
    就职中
  • 专业
    数据工程师
    数据科学家
  • 产业
    人工智能 / 机器学习
    物联网/IoT
    软件
  • 工作年资
    2 到 4 年 (2 到 4 年相关工作经验)
  • 管理经历
  • 技能
    Python
    PyTorch
    Machine Learning
    Deep Learning
    MLOps
    Computer Vision
    Edge Device
  • 语言能力
    English
    进阶
    Chinese
    母语或双语
  • 最高学历
    硕士

求职偏好

  • 预期工作模式
    全职
    对远端工作有兴趣
  • 希望获得的职位
    Data engineer
  • 期望的工作地点
    Taiwan
    USA
    Singapore
  • 接案服务
    兼职接案者

工作经验

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Data Engineer

2020年3月 - 现在
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.

学历

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Master of Science (MS)
Math
2016 - 2019
简介
TA, Advanced Calculus TA, Linear Algebra
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Bachelor of Arts (BA)
Chinese Literature
2012 - 2016
简介
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>

资格认证

GEPT, High-Intermediate

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