Undergraduate Life Projects
A showcase of key software engineering systems, machine learning diagnostic frameworks, and algorithmic benchmarks developed during my B.Sc. studies at Bangladesh University of Engineering and Technology (BUET).
PCOS Detection Using Ultrasound Images
Hybrid Diagnostic Framework via Deep Feature Extraction & Stacking
Architected an end-to-end medical AI diagnostic pipeline integrating fine-tuned deep learning backbones with ensemble learning to detect Polycystic Ovary Syndrome from ovarian ultrasound scans.
- Extracted spatial representations using pre-trained VGG16 & ResNet50
- Trained base ensemble models (Logistic Regression, SVM, Random Forest)
- Refined predictions using an XGBoost meta-learner with weighted aggregation
DiaMate: Holistic Diabetes Management Platform
Cross-Platform Application & Community Telehealth Ecosystem
A full-stack, cross-platform mobile solution empowering diabetic patients to monitor physiological metrics, connect with peers globally, and engage in remote physician consultations.
- Logs glucose levels, blood pressure, and medication with smart alerts
- Community network supporting real-time chat, forum posts, and comments
- Integrated telehealth module for direct doctor-patient communication
Graph Partitioning & Algorithmic Optimization
Heuristic & Meta-Heuristic Edge Cut Minimization
An algorithm engineering research project focused on partitioning complex network graphs into balanced subgraphs while minimizing cut edges using advanced optimization heuristics.
- Implemented GKLR (Goldberg-Kernighan-Lin-Ritchie) heuristic optimization
- Engineered custom Genetic Algorithms for balanced cut minimization
- Comparative review of exact, approximation, and heuristic models
FoodXpress: Real-Time Food Delivery Platform
Dynamic Ordering, Vendor Communication & Live Tracking
A full-stack web application bridging food vendors and customers through real-time order state updates, dynamic menu management, and direct messaging channels.
- Live order tracking status update pipeline for customers and kitchens
- Encrypted customer–vendor messaging for seamless fulfillment
- Relational database design in PostgreSQL optimized for concurrent orders