Majisha Jahan Disha Logo Majisha Jahan Disha
BUET CSE Academic & Independent Projects

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).

Deep Learning & Medical Imaging Nov 2024 – Dec 2024

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
Python TensorFlow Keras
Repository
Health-Tech & Telehealth Nov 2023 – Feb 2024

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
Flutter Express.js PostgreSQL Firebase
Repository
Algorithm Engineering Nov 2024 – Dec 2024

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
C++ Python Graph Theory
Repository
Full-Stack Web Development Jun 2023 – Sep 2023

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
React.js Express.js PostgreSQL Node.js