Roy Miao

Software Developer at Monick
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  • Chinese Professional working proficiency

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Experience

    • United States
    • Financial Services
    • 1 - 100 Employee
    • Software Developer
      • Nov 2022 - Present

      • Directly affect which products are traded by identifying strong/weak points in trading strategies using statistical analysis on millions of trades • Streamlined the process of getting summary statistics by significantly decreasing the time it takes to create these statistics using python and multiprocessing • Directly support traders in updating and maintaining their strategies • Code new strategies, backtest, and put them into production • Manage the backtest environment to help multiple traders find the most effective parameters for their strategies

    • Business Consulting and Services
    • 700 & Above Employee
    • Data Analyst
      • Aug 2021 - Nov 2022

      • Created data visualizations with PowerBI and Quicksight to provide clear insight into the data for the clients • Built API to pull millions of lines of data from Athena and find matching files in S3 to perform data analysis tasks • Manage multiple individuals to create a data model, pull data from a data source to put data in ODS, and build a PowerBI dashboard for Project Managers to monitor their project statuses • Analyzed billable hours and revenue data using statistic techniques to indicate where billable hours and revenue forecast is out of the standard deviation and gave suggestions on how to improve forecast

    • United States
    • Financial Services
    • 100 - 200 Employee
    • Software Developer Intern
      • Jun 2021 - Aug 2021

      • Developed a Python package to process almost a petabyte of CME, ICE, and Eurex pcap files from Google Cloud Storage, and move the required data into a MongoDB collection using concurrency • Extracted the necessary data from pcap files using the Python package dpkt to determine which bytes in the pcap file stored the needed data, like sequence number • Manipulated data in MongoDB collection for quality assurance checks • Developed a Python package to process almost a petabyte of CME, ICE, and Eurex pcap files from Google Cloud Storage, and move the required data into a MongoDB collection using concurrency • Extracted the necessary data from pcap files using the Python package dpkt to determine which bytes in the pcap file stored the needed data, like sequence number • Manipulated data in MongoDB collection for quality assurance checks

    • United States
    • Higher Education
    • 700 & Above Employee
    • Programming in Business Teaching Assistant
      • Jan 2019 - May 2021

      • Increased students’ performance by 5% by teaching them the process of thinking like a programmer • Taught concepts such as BeautifulSoup4, regex, debugging, manipulating strings, etc • Increased students’ performance by 5% by teaching them the process of thinking like a programmer • Taught concepts such as BeautifulSoup4, regex, debugging, manipulating strings, etc

    • United States
    • Higher Education
    • 200 - 300 Employee
    • Undergraduate Data Science Researcher
      • Jan 2021 - Apr 2021

      • Collaborated with Farfetch to streamline their online retail platform by using machine learning to automate the generation of product descriptions for fashion items • Implemented a Resnet computer vision model with an NLP model to work together to recognize specific fashion products and generate appropriate product descriptions • Trained the NLP model to improve product descriptions by using NLP word embedding techniques to identify unrepresented information from 900K rows of data • Collaborated with Farfetch to streamline their online retail platform by using machine learning to automate the generation of product descriptions for fashion items • Implemented a Resnet computer vision model with an NLP model to work together to recognize specific fashion products and generate appropriate product descriptions • Trained the NLP model to improve product descriptions by using NLP word embedding techniques to identify unrepresented information from 900K rows of data

    • United States
    • Wellness and Fitness Services
    • 700 & Above Employee
    • IT DevOps Intern
      • Jun 2020 - Aug 2020

      • Co-led multiple server migrations from Jira to Azure DevOps utilizing open source code from Solidify • Resolved mouseover titles for social media links on the footer of the website by fixing Angular code • Requested by a client to generate a report for a specific account number by querying databases using SQL • Produced various phishing visualizations using Python that are updated monthly on the Trustmark’s employee page to show how well each department in Trustmark is handling phishing emails

Education

  • Georgia Institute of Technology
    Master of Science - MS, Analytics
    2022 - 2024
  • Purdue University
    Bachelor of Science - BS, Data Science and Applied Statistics
    2017 - 2021

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