The portfolio / 13 projects

Research &
projects.

Studies in machine learning, economics, and interface design.
Explore the work by question, method, or kind of contribution.

13 projects

01

Graduate research project · Georgia Tech · with Felipe Oliveira / 2025

Revisiting neural readmission models

A replication study of a published neural architecture, and an investigation into what changes when its configuration does.

  • PyTorch
  • Replication
  • Statistical testing
  • Python
02

Honors thesis · University of South Carolina / 2022

A counterfactual for Chile

An economics honors thesis using synthetic control to investigate the long-run trajectory following Chile’s 1970s reforms.

  • Causal inference
  • Synthetic control
  • R
03

Human–computer interaction course project · Georgia Tech / 2024

iOS camera-interface study

A human–computer interaction study moving from observation and survey evidence to prototype comparison and quantitative evaluation.

  • User research
  • Quantitative UX
  • Figma
04

Graduate machine learning coursework · Georgia Tech · Fall 2025 / 2025

Machine learning: experiments & evaluation

Four graduate ML projects combining pipeline development, design under compute constraints, and comparative evaluation across supervised learning, optimization, unsupervised learning, and reinforcement learning.

  • Python
  • PyTorch
  • scikit-learn
  • Experimental design
  • Statistical testing
05

Independent software project / 2026

Multi-LLM

An OpenAI-compatible best-of-N proxy for exploring model pools, response selection, and the engineering tradeoffs between them.

  • FastAPI
  • Async Python
  • LLM orchestration
  • Docker
06

Independent software project / 2026

Signal Assistant

A self-hosted messaging assistant that handles conversation state, concurrent inference, and the practical constraints of a shared transport.

  • Python
  • Ollama
  • Docker
07

Personal software project · AI-assisted development / 2026

FoodAI

A pantry and recipe app built to help use food before it expires and make deciding what to eat easier.

  • TypeScript
  • Next.js
  • PostgreSQL
  • Prisma
  • LLM integration
08

Internship analysis · later independent application / 2025

Customer retention at GreyNoise

An internship analysis extended into a public predictive-modeling application, with a synthetic dataset for demonstration.

  • Logistic regression
  • Cross-validation
  • Streamlit
  • Python
  • R
09

Machine Learning for Trading course project · Georgia Tech / 2024

Learning a trading strategy

A from-scratch bagged random-tree learner and market simulator, evaluated against manual and buy-and-hold strategies.

  • Python
  • Ensemble learning
  • Backtesting
10

Independent data application / 2025

AI governance news tracker

A scheduled collection pipeline and interactive dashboard for exploring AI safety and policy coverage.

  • NLP
  • Data pipelines
  • Streamlit
  • Python
11

Independent modeling project / 2025

Telco churn modeling

An end-to-end classification workflow that pairs interpretable modeling with an interactive demonstration.

  • scikit-learn
  • Feature selection
  • Streamlit
  • Python
12

Independent modeling project / 2025

IMDb sentiment analysis

A text-classification pipeline using TF-IDF and logistic regression, with a public interface for exploring predictions.

  • NLP
  • TF-IDF
  • scikit-learn
  • Python
13

Independent website project / 2026

This portfolio

An Astro portfolio with searchable projects, interactive results, and supporting papers and notebooks.

  • Astro
  • TypeScript
  • GitHub Pages