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張家綸
software engineer
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張家綸

software engineer
Hi, I'm Mark Working as a software artificial intelligence engineer in AUO Corporation for two years, mainly in charge of developing AI projects like virtual metrology optimization and image detection. In addition, develop and maintain web platform or UI. Mainly used programming language is Python, also has taken over PHP and C# projects from other departments.
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AUO 友達光電
國立交通大學
Taoyuan City, Taiwan

Professional Background

  • Current status
    Employed
  • Profession
    Data Scientist
    Back-end Engineer
    Software Engineer
  • Fields
    Artificial Intelligence / Machine Learning
    Information Services
    Big Data
  • Work experience
    2-4 years (2-4 years relevant)
  • Management
    None
  • Skills
    Python
    R
    Deep Learning
    JavaScript
    HTML/CSS
  • Languages
    Chinese
    Native or Bilingual
    English
    Intermediate
  • Highest level of education
    Master

Job search preferences

  • Desired job type
    Full-time
    Interested in working remotely
  • Desired positions
    Software Engineer / Backend Engineer
  • Desired work locations
    Hsinchu City, Taiwan 300
    Taoyuan, Taoyuan District, Taoyuan City, Taiwan
    Taipei City, Taiwan
    New Taipei City, Taiwan
  • Freelance
    Non-freelancer

Work Experience

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高級工程師

AUO 友達光電
Full-time
Aug 2020 - Present
Taoyuan City, Taiwan
1. Virtual Metrology Optimization : Using Python preprocess raw data with statistical methods, and construct Deep Learning & Machine Learning models to minimize cost or improve performance, then using C# develop UI for field engineer operating. 2. Image Detection : Using Raspberry Pi and webcam capture equipment images, and collect data to database through openCV and CNN algorithm. 3. Web Platform : Using Python with Flask framework as backend, and HTML5、CSS & JS as frontend,then deploy with Apache。 4. Because some data came from outside web, so I use crawler to collect data from static and dynamic pages 5. Also try to use edge devices like Raspberry Pi and ESP32 with IOT sensor collecting equipment data, eg: 4~20mA、temperature......, and compile through arduino IDE with coding C++

Education

Master’s Degree
統計學研究所, 巨量資料分析學分學程
2018 - 2020
Activities and societies
台新銀行大數據比賽 國泰銀行大數據比賽 中華郵政大數據比賽
Description
在學期間修習過: 統計學習(機器學習)、深度學習、資料探勘、應用多變量分析、迴歸分析等,因此在不同方法上如機器學習的Regression、Decision Tree、XGB或是深度學習的DNN、CNN、RNN、NLP都有涉略。並利用kaggle上的資料實作數據分析,同時也有處理過醫學相關資料。 期間也有多參與外部數據競賽,並在台新銀行大數據比賽拿下優選獎,主要內容是透過歷史資料預測未來月份客戶是否會購買基金與信貸;同時透過數據分析給予推薦哪些客戶是更值得花時間投資的客群
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Bachelor’s Degree
應用數學系
2014 - 2018
Description
除了一些基礎必修: 微積分、計算機概論、數學導論、線性代數 在學習間也修習過: 數值分析、基礎化學、數據通訊、數理統計等

Licenses & Certifications

microsoft
Credential ID: AI900
Issued May 2022
No Expiration Date
microsoft
Credential ID: AZ900
Issued Apr 2022
No Expiration Date