Projects

Data Projects

Browse my data work tagged with "machine-learning".

Credit Risk Scoring API cover image

Credit Risk Scoring API

Data

Credit risk scoring API on the German Credit dataset. Three classifiers benchmarked; Logistic Regression wins by cost-weighted score. FastAPI serves predictions with plain-language explanations. Deployed on Azure via GitHub Actions CI/CD.

LEGO Dataset Analysis cover image

LEGO Dataset Analysis

Data

LEGO nearly went bankrupt in 1998. This project joins six relational tables across 15,710 sets to measure exactly what changed — licensed share grew from 0% to 31.5%, average complexity 8×, and minifigure density 57% from 1970 to 2010.

Movie Budget Linear Regression Analysis cover image

Movie Budget Linear Regression Analysis

Data

Across 5,384 films from 1915–2018, a linear regression on budget vs. worldwide gross gives a slope of 3.12 (R²=55.77%) — every dollar of budget is associated with $3.12 in revenue, yet 37.28% of films still failed to recoup their costs.

Telco Customer Churn Predictor cover image

Telco Customer Churn Predictor

Data

Churn prediction with plain-language risk explanations a retention team can act on. Logistic Regression wins (ROC-AUC 0.8362), benchmarked against Amazon Bedrock Claude Haiku 4.5 zero-shot — tied at 70%. Flask API on Azure.

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