Machine Learning · NLP
Containerized · AWS
Production-deployed
Phishing Detection System
An ML system that catches fake and malicious websites the moment they appear, before a blocklist ever hears about them. It reads a live page the way an analyst would, then returns a clear safe / suspicious / phishing verdict with the reasons behind it. Built as a containerized microservice and deployed on AWS, with supervised models, LLM-based brand-impersonation detection, and full model evaluation.
PythonLightGBMXGBoostRandom ForestFeature engineeringPlaywrightBeautifulSoupLLM integrationStreamlitDockerAWS ECR/ECS
Live in production
Data Engineering · Serverless AWS
University of Arizona
Cohort Analytics Platform
A live analytics platform the university relies on to track student cohorts, built on a serverless AWS backend that turns raw records into dashboards staff use every day. I built the data and cloud layer end to end: the ETL pipelines, the database access patterns, and the CI/CD deployment behind it, working directly with university stakeholders to ship it.
Live
In daily production use
Serverless
Lambda ETL + DynamoDB
CI/CD
Multi-environment pipeline
AWS LambdaAPI GatewayDynamoDBDAO patternsContainerized ETLCI/CD
Data Analytics · SQL
Data modeling
BN Motors Database
An end-to-end dealership database that turns raw inventory, sales, and customer records into business-ready analytics. Designed from the ER model up into a fully normalized schema, with complex SQL (joins, aggregations, window functions) driving the reporting views a decision-maker can act on.
SQLER modelingSchema designWindow functionsBusiness reporting
Predictive Modeling
Classification · Imbalanced data
Loan Default Prediction
A model that flags which loans are likely to default so a lender can price risk before it hits the books. Built with careful exploratory analysis, feature engineering on economic variables, and model selection tuned to the false-positive / false-negative trade-off that actually costs money.
PythonLogistic RegressionRandom ForestXGBoostEDAFeature engineeringROC-AUC / precision / recall
