Transforming data into intelligent solutions through applied machine learning, computer vision, and ethical AI. MSDS Capstone — Bellevue University 2026.
Explore My WorkBinary classification on the OSMI 2016 tech-industry survey (N=1,259). Four-model comparison with SHAP explainability, bootstrapped fairness audit, and Employer Support Index (ESI) feature engineering. Best model: Logistic Regression, AUC 0.723.
Anamorphic 3D illusion generator for LED billboard displays. Converts any 2D image into a perspective-warped 3D display effect using depth estimation and radial displacement transforms — the same technology behind Seoul's viral LED billboards.
Intelligent note management system with AI summarization, semantic search, and template generation. Built with Streamlit + LLM APIs for real-world productivity use.
Advanced data visualization techniques and interactive dashboard development.
Comprehensive machine learning implementations and model optimization techniques.
Time series forecasting and predictive modeling for business intelligence.
Advanced data mining techniques and pattern discovery in large datasets.
Advanced ML algorithms, ensemble methods, model optimization, and performance evaluation
Neural networks, CNNs, RNNs, transformers, and computer vision applications
Statistical analysis, data visualization, feature engineering, and predictive modeling
Bias detection, fairness metrics, responsible AI development, and privacy preservation