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pira998/README.md

pira998


πŸ‘‹ 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).


πŸš€ What I'm Working On

  • 🏦 Financial Crime Detection β€” AML/CTF transaction monitoring & alert investigation dashboards for enterprise clients (incl. Commonwealth Bank of Australia)
  • πŸ€– Multi-Agent Orchestration β€” 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 β€” AI-powered flood prediction system featured on build.nvidia.com and showcased at NVIDIA GTC
  • 🎬 GenAI Video Marketing β€” Producing AI-generated video content for H2O Driverless AI using HeyGen
  • πŸ“„ Perpetual KYC & Document Analysis β€” Intelligent document processing pipelines for financial compliance

πŸ—οΈ Previously Built @ H2O.ai

  • πŸ’³ Alternative credit scoring application
  • πŸ” Transaction abuse detection system
  • 🏧 ATM cash optimization solution
  • 🎨 AI Art virtual gallery
  • πŸ““ Notebook-to-web-app converter
  • 🧠 NeRF generalization via meta-learning (FewShotNeRF research)

🧰 Tech Stack

AI / ML

Python PyTorch TensorFlow scikit-learn LangGraph NVIDIA NeMo

Backend & APIs

FastAPI Node.js Docker PostgreSQL MongoDB

Frontend

React TypeScript React Native D3.js

Cloud & MLOps

AWS GCP Git Jenkins


πŸ’¬ Ask Me About

  • Multi-agent AI system design (LangGraph, AutoGen, CrewAI, NeMo)
  • Financial crime detection β€” AML, CTF, fraud, transaction monitoring
  • H2O Driverless AI & H2O Wave
  • MLOps, FastAPI backends, production AI pipelines
  • Computer Vision & NeRF
  • React / React Native

πŸ“« Reach Me

LinkedIn Email Substack


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  1. aoud aoud Public

    TypeScript 2