MS Data Science @ UNT · GPA 3.9/4.0 · Denton, TX
Built classification pipeline using Logistic Regression, Decision Trees & Random Forest. Applied SMOTE to fix class imbalance, boosting minority recall by 22%.
End-to-end ML pipeline across 1,814 records using XGBoost, SVM & ensemble methods. Handled 12% missing data, IQR outliers, StandardScaler normalization.
Real-time alertness system using EAR algorithm & dlib. Analyzed 5,000+ frames to calibrate thresholds. Triggers audio warning after 3-second closure.
ESP8266 + ultrasonic sensors for continuous water level tracking. Wireless Firebase sync via REST APIs with time-series forecasting for hydration insights.
Engineered bi-directional video streaming platform. Optimized frame encoding pipeline for consistent quality across variable network conditions.