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acspace2/README.md

Hi, I'm Andy!

(Please ask for access)

👨‍💻 Software Development Project:

  • Java
    • OpenDataPhilly Analysis
      • Engineered a Java application to efficiently process and analyze large-scale datasets (10,000+ records) from Philadelphia’s OpenDataPhilly portal, including COVID-19 statistics, property values, and population demographics.
      • Developed robust CSV and JSON parsers using JSON.simple, effectively handling real-world data inconsistencies to ensure accurate and reliable data processing.
      • Designed an intuitive, menu-driven command-line interface for dynamic querying and custom statistical analysis – enhancing user experience and data accessibility.
      • Optimized performance by applying software design patterns (Singleton, Strategy) and memoization techniques – reducing query processing times by 60% for repeated data requests.
    • Social Media Post Analyzer
      Applied N-tier architecture to develop Java Program that analyzed files of social media posts to identify posts discussing a certain keyword, associate those posts with their nearest location, and identify what locations are “hotspots” based on the volume of posts associated with that location.
    • Battleship Game
      Created a human-player vs. computer-player version of Battleship using Java, where the computer places the ships, and the human attempts to sink them. Conducted thorough unit testing with the Junit framework.
  • C
    • [Machine Code Assembler & Disassembler] (In progress)
      Wrote C libraries to implement translation from assembly language to binary file and vice versa.
    • [Penn-Shredder] (In progress)
      Implemented a custom shell to manage process execution with runtime restriction, featuring redirection capabilities and a two-stage pipeline for efficient task processing.
  • Python
    • [Big Data Analytics & Machine Learning] (In progress)
      Developed a comprehensive program that conducted data preprocessing, combined data frames from different sources, identified correlations, and built predictive models using various classifiers, neural networks, and regression.
    • Water Tank Game
      Demonstrated proficiency in creating an interactive user interface, employing efficient data structures for optimal resource management within the game using Python.
  • HTML
    • Making a Website
      Used Python/HTML to create a program that takes a resume in a simplistic text file and converts it into an HTML file that can be displayed by a web browser.

👨‍💻 Quant Project:

  • Python
    • Algo Trading System (In progress)
      Built research to execution trading system consisting of vectorized backtests (VectorBT), paper-trading bot (IBKR), and YAML-based configuration for strategies/data/risk using Python.
  • R
    • S&P 500 Regression Analysis
      Analyzed and regressed S&P 500 data to visualize and interpret the correlation between stock multiples and price using R.

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