Projects

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Listed chronologically

Boston Building Heating Systems: BCAN Data Integration

Jan 2026 – May 2026

Building-level dataset integrating three City of Boston public datasets to infer heating systems, paired with a client-facing property map that helps BCAN identify high-emission buildings for decarbonization outreach.

PythonLLMData IntegrationData Visualization

Progressive Mass: Home Rule Petition

Sep 2025 – Dec 2025

End-to-end data pipeline using the MA Legislature Public API to collect and structure 10 years of petition data. Built a refiling fatigue analysis dashboard to quantify repeated filings and their impact on success rates.

PythonSQLData PipelineAPI

LLM Article Summarizer

Nov 2025

LLM-powered article analyzer exploring how prompt design influences model outputs. Demonstrates the impact of prompt engineering on summarization quality and response variability.

PythonLLMNLPPrompt Engineering

Emotion Recognition from Audio

Feb 2025 – May 2025

Python/TensorFlow pipeline that transforms raw audio into mel-spectrograms for CNN-based emotion classification. Fine-tuned model performance through structured hyperparameter sweeps across speech and song datasets.

PythonTensorFlowCNNLibrosa

US Highway Network Structure Analysis

Mar 2024 – May 2024

Graph analysis of the US interstate highway network in Rust, using degree and closeness centrality to rank states by their strategic importance in the national road system.

RustGraph TheoryNetwork AnalysisData Structures

Delivery Performance Dynamics Analysis

Oct 2023 – Dec 2023

Statistical and machine learning analysis of delivery performance data, identifying key correlations between personnel performance, delivery times, and customer satisfaction.

PythonScikit-LearnOLS RegressionANOVARandom Forest