From epidemiological network simulations to health data analytics — a complete record of all data engineering and machine learning case studies.
محاكي تفاعلي لانتشار الشائعات يعتمد على نماذج الأوبئة الرياضية. يحلل بيانات شبكات تويتر الحقيقية لاستخراج رؤى حول تقليل انتشار المعلومات المضللة.
Interactive simulation of information spread using Epidemiological SIR modeling on real Twitter network data. Models susceptible, infected, and recovered states across a social graph to extract insights on reducing misinformation propagation.
تحليل استكشافي عميق لبيانات صحية لاستخراج المؤشرات المرتبطة بمرض السكري عبر رسوم بيانية إحصائية واضحة.
Deep exploratory data analysis on the Pima Indians Diabetes Dataset: outlier detection, feature correlation heatmaps, distribution analysis, and statistical inference to identify key health indicators.
Rigorous benchmarking of classification algorithms (SVM, Random Forest, XGBoost, KNN) on structured datasets. Full precision-recall-F1 evaluation with confusion matrices and ROC curves to identify optimal model candidates.
Full relational schema design for a car rental system. Includes complete ERD, normalization to 3NF, stored procedures, views, triggers, and complex analytical SQL queries for business reporting.