๐น Splitmate โ Utility Bill Sharing System for Rental Houses
Duration: Jul 2024 โ Dec 2024
Location: Adelaide, Australia
Role: Backend Developer
Overview:
Splitmate is a real-time energy usage and bill sharing system designed for rental houses. It enables tenants to monitor and split utility bills fairly and transparently.
Key Contributions:
- Developed backend system using Spring Boot, MyBatis, and MySQL, with secure JWT authentication.
- Designed and implemented RESTful APIs for user registration, property management, and billing automation.
- Integrated real-time energy usage updates via WebSocket and device communication using MQTT protocol.
- Deployed system on AWS EC2, optimized server performance and database indexing.
๐น Fracture Detection in 3D CT Scans โ Research Project
Duration: Jul 2024 โ Dec 2024
Location: Adelaide, Australia
Role: Research Lead & ML Engineer
Overview:
A machine learning-based system for classifying 3D CT scans to assist in fracture detection, aimed at improving diagnostic efficiency and accuracy in clinical settings.
Key Contributions:
- Built optimized deep learning models (e.g., 3D DenseNet) to classify fractures using NIfTI-format CT data.
- Handled a 100GB+ dataset, including preprocessing and memory optimization for efficient model training.
- Implemented model interpretability features using Class Activation Mapping (CAM).
- Conducted external dataset validation to ensure clinical generalizability.