Projects

This section showcases my key projects in Artificial Intelligence, Machine Learning, and Software Engineering, highlighting practical applications of research, model development, and real-world problem solving.

Enhanced Weakly Supervised Learning for 3D Hand Pose EstimationPublished
Associated with University of Sri Jayewardenepura

Enhanced Weakly Supervised Learning for 3D Hand Pose Estimation

An enhanced weakly supervised learning framework using EfficientNet-B0 with a regression head for accurate 3D hand joint prediction from RGB images, effectively leveraging limited annotated data.

PythonDeep LearningEfficientNet-B0+4
Accurate 3D Object Detection with Minimal Labels: A CAM-Guided Weak Supervision StrategyPublished
Associated with University of Sri Jayewardenepura

Accurate 3D Object Detection with Minimal Labels: A CAM-Guided Weak Supervision Strategy

A CAM-guided weak supervision framework for object detection using Grad-CAM and YOLOv8, enabling accurate object localization and detection with minimal labeled data.

PythonPyTorchEfficientNet-B0+7
AI-Powered Insurance Document Processing System
Associated with Deep Data Insight

AI-Powered Insurance Document Processing System

An intelligent document processing solution for automatically classifying insurance documents and extracting structured information from EOBs and related insurance records.

PythonLLMsOCR+3
Associated with Deep Data Insight

MoM: AI-Powered Addiction Recovery Platform

Developed AI-powered recovery support modules and an intelligent AI Companion that provides personalized guidance, contextual conversations, and emotional support for individuals recovering from substance addiction.

PythonLLMsFlask+3
Associated with Dialog Axiata PLC

Transforming GenBI with Real-World LLMs & Dynamic Data Intelligence Loops

Developed an AWS Bedrock-powered pipeline for generating QuickSight calculated fields using Claude LLM and implemented automated feedback analysis workflows for business intelligence systems.

PythonAWS BedrockAWS Lambda+6
Associated with Deep Data Insight

WeDo: Social Engine

Developed an intelligent recommendation system for a social networking platform that connects users with like-minded individuals through interest similarity, behavioral patterns, and location-based matching algorithms.

PythonFlaskKnowledge Graphs+2
Round-Robin Robot: An AI-Powered Conversational Manager with Real-Time Speech Diarization
Associated with University of Sri Jayewardenepura

Round-Robin Robot: An AI-Powered Conversational Manager with Real-Time Speech Diarization

A Conversational Management Robot, which analyze and regulate conversational patterns to ensure equitable participation and enhance engagement.

PythonRaspberry PiSpeech Diarization+1
Eye-Controlled Mouse System Using Real-Time Face Mesh Detection
Associated with University of Sri Jayewardenepura

Eye-Controlled Mouse System Using Real-Time Face Mesh Detection

A computer vision-based accessibility solution that enables hands-free computer interaction by tracking eye movements through a webcam and translating them into mouse cursor actions.

PythonOpenCVDlib+2
Associated with University of Sri Jayewardenepura

Predicting Credit Risk and Building a Credit Risk Score to Detect Fraud

Developed an interpretable machine learning model for fraud detection and credit risk scoring, enabling identification of high-risk customers and reducing potential financial losses.

PythonMachine LearningGradient Boosting+3