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    <lastmod>2023-11-05</lastmod>
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      <image:title>Education</image:title>
      <image:caption>M.S. in Information Systems, New York, NY 09/2021</image:caption>
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      <image:title>Education</image:title>
      <image:caption>M.S. in Technology Management, Concentration in Data Analytics, Minor in IT, Urbana, IL 12/2018</image:caption>
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      <image:title>Education</image:title>
      <image:caption>B.B.A in Economics, Taiwan 06/2014</image:caption>
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  <url>
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    <lastmod>2024-04-14</lastmod>
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      <image:title>Professional Experience</image:title>
      <image:caption>Virufy (Nonprofit research organization developing artificial intelligence (AI) technology to detect Covid-19 cough patterns)</image:caption>
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    <lastmod>2024-04-14</lastmod>
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      <image:title>Project</image:title>
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      <image:title>Project</image:title>
      <image:caption>For this project, we run the SQL function program in a miniature relational database with the order by using Python. Further, we optimize the required SQL function code with Python to observe the performance.</image:caption>
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      <image:title>Project</image:title>
      <image:caption>Our team built a nutritional label for an ADS system that predicts heart disease. We also used mitigation techniques such as the generation of synthetic data, to create a model that can generalize better across subpopulations. In addition to fairness measures, we used interpretability tools including LIME and SHAP to observe the risk factors underlying a disease.</image:caption>
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      <image:title>Project</image:title>
      <image:caption>Increased movie revenue forecasting accuracy by 30% after analysis of Kaggle and Twitter IMDb datasets by utilizing Python web-scraping to extract the top 1,000 movies and applying Ensemble Learning such as Bagging, Boosting, and AdaBoost to improve the final output.</image:caption>
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  <url>
    <loc>https://www.rayspersonalportfolio.com/home</loc>
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    <lastmod>2023-11-01</lastmod>
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      <image:title>Home</image:title>
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      <image:loc>https://images.squarespace-cdn.com/content/v1/603eca5de884730013400853/1614745933171-J7QVEHNSVIFPQ7M3L2H7/National-Central-University.png</image:loc>
      <image:title>Home</image:title>
      <image:caption>B.B.A in Economics, Taiwan 06/2014</image:caption>
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    <image:image>
      <image:loc>https://images.squarespace-cdn.com/content/v1/603eca5de884730013400853/1614746045493-VVZVIYQ5EE9EH1QDLR9L/UIUC-Logo.png</image:loc>
      <image:title>Home</image:title>
      <image:caption>M.S. in Technology Management, Concentration in Data Analytics, Minor in IT, Urbana, IL 12/2018</image:caption>
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    <image:image>
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      <image:title>Home</image:title>
      <image:caption>M.S. in Information Systems, New York, NY 08/2021</image:caption>
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      <image:title>Home</image:title>
      <image:caption>Nan Ya Printed Circuit Board Corp.</image:caption>
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      <image:title>Home</image:title>
      <image:caption>Fubon Financial Holding Co., Ltd.</image:caption>
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      <image:title>Home</image:title>
      <image:caption>Chen Kun Chuan Pediatric Hospital</image:caption>
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      <image:caption>Merkle Inc.</image:caption>
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      <image:caption>Virufy</image:caption>
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  <url>
    <loc>https://www.rayspersonalportfolio.com/home/southeast-7r8lc</loc>
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    <priority>0.5</priority>
    <lastmod>2019-08-19</lastmod>
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      <image:title>Home - Southeast</image:title>
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      <image:title>Home - Southeast</image:title>
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      <image:title>Home - Southeast</image:title>
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      <image:title>Home - Southeast - Friends, Family, Fish.</image:title>
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  <url>
    <loc>https://www.rayspersonalportfolio.com/home/pacific-northwest-bya46</loc>
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    <lastmod>2019-08-19</lastmod>
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      <image:title>Home - Pacific Northwest - Take only memories. Leave nothing but footprints. –Chief Seattle</image:title>
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      <image:title>Home - Pacific Northwest</image:title>
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      <image:title>Home - Pacific Northwest - Creation’s music.</image:title>
      <image:caption>Photo provided by Aro Ha</image:caption>
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      <image:title>Home - Pacific Northwest</image:title>
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  <url>
    <loc>https://www.rayspersonalportfolio.com/home/southwest-3ch5c</loc>
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    <lastmod>2019-08-19</lastmod>
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      <image:title>Home - Southwest</image:title>
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      <image:title>Home - Southwest - Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt.</image:title>
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      <image:title>Home - Southwest - Lorem ipsum dolor sit amet, consectetur adipiscing elit. Cras mattis consectetur purus sit amet fermentum.</image:title>
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    <lastmod>2019-08-19</lastmod>
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      <image:title>Home - Northeast</image:title>
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