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Avatar of Kevin Chao.
Kevin Chao
Data Scientist
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Kevin Chao

Data Scientist
Master student at UC Berkeley focusing on Data Science with strong Python, SQL, R, Tableau skills. Experienced in data science & manufacturing projects involving deep learning, image analysis and product design.
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AcBel USA Polytech Inc.
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University of California, Berkeley
Taipei, Taiwan

Professional Background

  • Current status
    Unemployed
  • Profession
    Data Scientist
  • Fields
    Semiconductor
  • Work experience
    1-2 years (1-2 years relevant)
  • Management
  • Skills
    Python
    SQL
    R
    Tableau
    AB testing
    Machine Learning
    Numpy Pandas Matplotlib
    Time Series Analysis
    Data Analysis
    Data Visualization
    Data Mining
    MATLAB
    AMPL
    Web Scraping
    Leadership Skills
    AutoCAD
    Creo
    Spark
    Neural Networks
    CNN
    Image Processing
    Excel
    Deep learning with TensorFlow
    AWS
    Google Analytics
  • Languages
    English
    ・
    Professional
    Chinese
    ・
    Native or Bilingual
  • Highest level of education
    Master

Job search preferences

  • Desired job type
    Full-time
    ・
    Interested in working remotely
  • Desired positions
    Data Analyst / Data Scientist
  • Desired work locations
    San Jose, CA, USA
    ・
    Taipei, Taiwan
    ・
    Taichung City, Taiwan
  • Freelance
    Non-freelancer

Work Experience

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Data Analyst Intern

AcBel USA Polytech Inc.
Sep 2020 - Present
1. Utilized analytics tools (Tableau) to generate insights from different data sources 2. Built forecasting model to evaluate manufacturing data 3. Created auto-verifying function in the model to optimize solution
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Student Data Scientist

LAM Research Corporation
Sep 2019 - May 2020
・
9 mos
Machine Learning for Automatic Quality Control 1. Collaborated with quality team to evaluate historical non-conformance manufacturing Data 2. Automatically extracted and preprocessed target images from different file types Excel, PPT, PDF, Word 3. Performed image classification using convolutional neual network, color filtering and feature detection 4. Developed unsupervised models including K-Means and DBSCAN models to cluster image for system deployment
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Undergraduate Research Assistant

Fracture Lab, NTU
Sep 2016 - Dec 2018
・
2 yrs 4 mos
1. Conducted research on Digital Image Correlation and Tracking technique for accurate 2D optical measurement 2. Optimized the DIC code to resolve precision problem by 20% of using MATLAB
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Engineer Intern

AcBel Polytech Inc
Jun 2016 - Aug 2016
・
3 mos
1.Evaluated efficacy of PC heat sinks and created numerical models of heat distribution 2.Investigated P-Q curves of different DELL cooling fans for thermal design on power supplies

Education

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University of California, Berkeley

Master of Science (MS)
・
Industrial Engineering and Operations Research GPA
2019 - 2020
・
3.8/4 GPA
Activities and societies
• Job Hunting - Career Development Recommendation 1. Presented data insights and predictive models with Web UI to recommend user suitable job 2. Integrated web scraping, database management and ML models to build up framework • Optimization for Stray Animal Shelter Management 1. Wrangled multiple datasets to develop predictive models using time series analysis and KNN 2. Proposed data visualization and integrated solution to optimize shelter management
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National Taiwan University

Bachelor of Engineering (BEng)
・
Mechanical Engineering
2014 - 2019
・
3.7/4 GPA