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Lea Yeh
Semiconductor Advanced Process Data Engineer & Scientist
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Lea Yeh

Semiconductor Advanced Process Data Engineer & Scientist
Worked through the whole process of data science (DE/DA + DS) in MTK, one of the biggest IC design company. Aiming to be a machine learning engineer. Reduced 25% EDA tool purchase cost and engaged 20% leakage power improving in IC design phase. Specialized in Big Data techniques, established the first data pipeline for EDA tool log to cloud platform, spearheaded building data warehouse layer architecture. Gotten 15 vAward in 2021, IT annual award in 2020.
MediaTek Inc.
National Chiao Tung University
台灣台北市

Professional Background

  • Current status
    Employed
  • Profession
    Data Engineer
    Data Scientist
    Big Data Engineer
  • Fields
    Big Data
  • Work experience
    4-6 years (4-6 years relevant)
  • Management
    I've had experience in managing 1-5 people
  • Skills
    Python
    SQL
    Splunk
    Airflow
    BigQuery
    Plotly/Dash
    Git
    Google Cloud Platform (GCP)
  • Languages
    Chinese
    Native or Bilingual
    English
    Intermediate
    German
    Beginner
  • Highest level of education
    Master

Job search preferences

  • Desired job type
    Full-time
    Interested in working remotely
  • Desired positions
    AI工程師、機器學習工程師、深度學習工程師、資料科學家、Machine Learning Engineer、Deep Learning Engineer、Data Scientist
  • Desired work locations
    Taipei City, Taiwan
  • Freelance
    Non-freelancer

Work Experience

Data Engineer / Scientist

Jul 2019 - Present
[協助晶片設計掌握新製成特性] * 透過機器學習降低 20% leakage power 並提升 14K 安兔兔跑分 * 透過 Plotly/Dash 進行數據分析,協助晶片開發人員縮短 Pre-Silicon/Post-Silicon 分析時間 50% * 於 ​BigQuery 透過數倉分層設計及優化 SQL 提升 70% 效能 [進行 EDA license及 computing farm 成本控管並提升開發效率] * 透過 Splunk 建立 BI Dashboard,輔助 EO 採買決策,減少 25% 採購成本 * 透過 NiFi, Airflow, Dataflow, BigQuery 設計 ETL 流程 * 引入數倉分層架構,提升資料表重用率 * 建立資料品質監控機制確保缺失率 <1%,每個月降低人力成本 7.5man-day

Software Engineer

Sep 2016 - Jul 2019
2 yrs 11 mos

Education

Master’s Degree
Computer Science
2014 - 2016
Bachelor’s Degree
Computer Science
2011 - 2014