👋 About Me
I'm a Machine Learning Engineer II at H2O.ai based in Sydney, Australia, building production-grade AI systems at the intersection of multi-agent orchestration, financial crime detection, and generative AI.
I hold a BSc in Computer Science & Engineering from the University of Moratuwa, Sri Lanka, and co-authored research on few-shot novel view synthesis using meta-learning (FewShotNeRF).
🚀 What I'm Working On
- 🏦 Financial Crime Detection — AML/CTF transaction monitoring & alert investigation dashboards for enterprise clients (incl. Commonwealth Bank of Australia)
- 🤖 Multi-Agent Orchestration — Building production platforms using LangGraph, AutoGen, CrewAI & NVIDIA NeMo; contributed 2,300+ lines to NVIDIA NeMo-Agent-Toolkit for cross-workflow observability
- 🌊 Flood Intelligence Blueprint — AI-powered flood prediction system featured on build.nvidia.com and showcased at NVIDIA GTC
- 🎬 GenAI Video Marketing — Producing AI-generated video content for H2O Driverless AI using HeyGen
- 📄 Perpetual KYC & Document Analysis — Intelligent document processing pipelines for financial compliance
🏗️ Previously Built @ H2O.ai
- 💳 Alternative credit scoring application
- 🔍 Transaction abuse detection system
- 🏧 ATM cash optimization solution
- 🎨 AI Art virtual gallery
- 📓 Notebook-to-web-app converter
- 🧠 NeRF generalization via meta-learning (FewShotNeRF research)
🧰 Tech Stack
AI / ML
Backend & APIs
Frontend
Cloud & MLOps
💬 Ask Me About
- Multi-agent AI system design (LangGraph, AutoGen, CrewAI, NeMo)
- Financial crime detection — AML, CTF, fraud, transaction monitoring
- H2O Driverless AI & H2O Wave
- MLOps, FastAPI backends, production AI pipelines
- Computer Vision & NeRF
- React / React Native
📫 Reach Me
