Projects

Here are some of the projects I've worked on. You can find more details and other experiments on my GitHub profiles.

NAIP aerial images of one warehouse candidate in 2010, 2015, 2019, and 2022, with its building footprint outlined in yellow

NJ Warehouse Sprawl & Truck Pollution

Building an imagery-based map of NJ warehouse growth using NAIP aerial imagery, building footprints, and census tract data

Developing computer vision models (segmentation and YOLO object detection) to detect warehouses and count truck trailers as an activity measure

Linking warehouse activity to satellite NO2, air quality monitors, and demographics to assess impact on overburdened communities

Portfolio v1

Customized an Astro-based portfolio template to showcase projects, skills, and experience

Configured and deployed the site using Cloudflare Pages with Git-based CI/CD

Maintained version control and updates through GitHub integration

Weather Impact on Energy Consumption

Developed a predictive model to forecast daily electricity demand using data from the U.S. Energy Information Administration (EIA) and NOAA weather stations

Collected, cleaned, and merged electricity demand and weather datasets for time-series analysis

Performed preprocessing, handled missing values, and improved data quality for predictive modeling

Rail Risk Census Analysis

Integrated FRA railroad accident data with USDA Rural–Urban Continuum Codes to analyze accident risk across urban and rural environments

Performed data cleaning, exploratory data analysis, and feature engineering to improve dataset quality

Prepared structured train/test datasets for predictive modeling and machine learning analysis

Exoplanet Multimodal Dataset Pipeline

Developed a data acquisition and preprocessing pipeline to integrate NASA Exoplanet Archive and EU Exoplanet datasets using TAP-based queries

Built data cleaning and merging workflows in Pandas to construct a multimodal exoplanet dataset for scientific analysis

Organized and processed large-scale astronomical datasets in Jupyter Notebook to support exploratory analysis and machine learning workflows

Water Quality

Created a script detailing the process to determining low error in water potability

Displayed visual statistics in aiding user understanding

Cased-Based Simulation

Created an application for developers/users to create and take decision based simulations

Developed a noSQL database to store simulations and developer/user information

Maintained agile and consistent communication with sponsor to ensure requirements were completed

Philadelphia Pointing Span Test

Created a web application consisting of a neuropsychological test for patients to help identify signs of neurodegenerative illness

Created a web application for the doctor to view, compare, and analyze data with visuals and statistics

Functionality includes being able to create and send links to patients to complete the test, accessible test that includes audio, and results recorded can be viewed by the doctor

Grocery Store Database

Developed a SQL database to for a grocery store

Created presentation and graphs to highlight the purpose of the project

Functionality includes monitoring products, creating reports for products and employees