Automated Image Ingestion & Inference Pipeline (MLOps)
- Engineered an automated data ingestion pipeline to process and classify thousands of complex biological images using a ResNet18 architecture.
- Designed rigorous data augmentation workflows (random erasing, color jitter) to simulate real world occlusions and ensure data quality and model robustness.
- Optimized batch processing and feature extraction, outperforming baseline models by 85% through advanced spatial preservation techniques.
Relational Auction Data Architecture & ETL
- Engineered a complex relational database schema (ERD) using MySQL to process, store, and govern high velocity transactional auction data.
- Developed enterprise grade backend services in Java to handle automated bidding limits, reserve price triggers, and real time user validation.
- Designed strict data governance policies linking user permissions, item metadata, and bidding ledgers to ensure 100 percent data integrity during concurrent transactions.
Automated EV Infrastructure ETL Pipeline
- Built automated Python scripts to extract unstructured charging station records via federal APIs and ingest massive demographic datasets.
- Performed extensive data profiling to identify missing values and standardize geographic records before loading the clean data into a local MySQL database.
- Transformed the cleaned data points into geospatial Tableau dashboards to help stakeholders visualize infrastructure gaps and make informed planning decisions.
AI Warfare: Ethical & Tactical Implications
Research
AI Ethics
Policy Analysis
- Authored an academic exploration of autonomous weapons systems.
- Analyzed the "Black Box" problem in combat decisions and international accountability.
- Researched the intersection of algorithmic speed and human decision-making.
Cache Simulator (i486 Emulation)
- Emulated a multi-level (L1/L2) cache system in C for an i486 processor.
- Implemented LRU and FIFO replacement policies to analyze hit/miss ratios.
- Designed a modular architecture for testing varying cache sizes.
Star Wars PageRank Viewer
- Applied PageRank to quantify narrative influence of characters.
- Processed large relationship datasets to identify character clusters and hubs.
- Visualized connectivity metrics across different movie trilogies.
GraphQuest Algorithm Visualizer
- Designed an interactive tool to visualize real-time execution of Dijkstra’s and BFS/DFS.
- Built a custom GUI for creating obstacles and watching the algorithm solve mazes.
- Focused on visualizing O(V+E) efficiency.
Personal Portfolio Website
- Designed and coded this responsive portfolio from scratch.
- Optimized for clean code, fast load times, and a pixel art aesthetic.
- Implemented custom CSS animations for interactivity.