Building Intelligent
Solutions That Matter
This portfolio showcases my journey in AI/ML engineering and full-stack development. Each project represents a step toward making technology more accessible, intelligent, and impactful. From educational platforms to mental health assistants, I focus on creating solutions that address real-world challenges.
Featured Projects
EduWingz - AI-Powered Education Platform
EduWingz is a revolutionary AI-powered education platform designed to transform learning through personalization. The platform adapts to individual student learning patterns, providing customized teaching methods, content, and pacing. It combines generative AI with agentic systems to create an intelligent tutoring experience.
- •Personalized learning paths based on student performance and preferences
- •AI-generated explanations and examples tailored to individual understanding levels
- •Real-time progress tracking and analytics
- •Interactive modules with adaptive difficulty
- •Multi-modal content delivery (text, visual, interactive)
Demonstrated potential to improve learning outcomes through personalization while reducing teacher workload. Currently being piloted with test user groups.
Retail POS System — Desktop App (Client Project)
Built and deployed a production point-of-sale desktop app for a retail client covering real-time inventory tracking, sales reporting, and receipt generation on local hardware. Collaborated with a team across requirements gathering, UI design, and client deployment, covering the full development lifecycle from brief to shipped product.
- •Real-time inventory tracking
- •Sales reporting and analytics
- •Receipt generation on local hardware
- •Local data architecture & client deployment
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EduLM - Gemma4 Fine-tuned Language Model
A specialized fine-tuned version of Gemma-4 language model designed specifically for educational content generation and intelligent student support. Optimized through LoRA fine-tuning on comprehensive educational datasets to deliver high-quality explanations, personalized learning materials, and adaptive tutoring experiences.
- •Fine-tuned Gemma-4 model for educational excellence
- •LoRA optimization for efficient training
- •Specialized for generating educational content
- •Personalized explanations for various learning levels
- •Integration with educational platforms
Democratizes access to high-quality educational AI, enabling personalized learning experiences at scale. Demonstrates effective domain-specific fine-tuning for educational applications.
FinPilot - Financial AI Assistant
A sophisticated financial AI assistant powered by state-of-the-art language models and RAG systems to provide comprehensive financial guidance, real-time market insights, and personalized investment recommendations. Integrates live financial data APIs with intelligent retrieval-augmented generation for accurate, context-aware financial advice.
- •Real-time financial market data integration
- •Retrieval-Augmented Generation for accurate insights
- •Portfolio analysis and optimization
- •Investment recommendation engine
- •Risk assessment and management
Makes sophisticated financial analysis accessible to everyday investors. Combines AI expertise with financial domain knowledge to democratize financial decision-making.
Knowingz Platform - OL Poddo
Knowingz is a comprehensive educational platform dedicated to mathematics for O/Level students in Sri Lanka. The platform provides free access to study materials, past papers, and interactive learning tools, addressing the gap in accessible quality education resources.
- •Comprehensive study materials organized by topics
- •Complete collection of past papers with solutions
- •Interactive mathematical tools and calculators
- •Virtual mathematical keyboard for equation writing
- •Practice problems with instant feedback
Provides free educational resources to thousands of students who may not have access to expensive tuition or study materials. Contributing to educational equality in Sri Lanka.
Other Notable Projects
AI Assistant with MCP Servers
An advanced AI assistant built using the Model Context Protocol (MCP), demonstrating integration of multiple AI services and tools. This project explores the cutting-edge of agentic AI, where multiple specialized components work together to solve complex tasks.
Whisper AI-Psychiatric
An innovative AI-powered mental health assistant that provides psychological support through voice interaction. The system uses fine-tuned language models, RAG for contextual responses, and crisis detection to offer sensitive, helpful mental health guidance.
GenAI App with Docker & Hugging Face
Demonstration of building and deploying generative AI applications using Docker containers and Hugging Face Spaces. Showcases modern deployment practices for AI applications.
Graph Neural Network on OGBN-arXiv
Implementation and comparison of Graph Neural Networks (GCN, GraphSAGE, GAT) for node classification on the arXiv citation network. Explores different GNN architectures and their effectiveness on large-scale academic networks.
Road Accident Prediction System
ML-based traffic accident prediction system achieving up to 89% accuracy using ensemble methods. Includes a Flask-based chatbot for real-time safety recommendations based on conditions.
Smart Fan Control with Gesture Recognition
IoT-based system integrating sensors and machine learning for gesture recognition to enable automated fan control. Demonstrates practical application of CV and IoT integration.
AR Space Education Application
Immersive Augmented Reality educational application focused on solar system exploration and space phenomena. Built with Unity and Vuforia SDK to create interactive learning experiences.