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ioarun/README.md

Hi there, I am Arun 👋

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AI / ML Engineer — Generative AI · Machine Learning · Computer Vision 🎓 Master of Applied AI (Deakin University) · 📍 Geelong, Australia

I build and ship ML systems end-to-end — from real-time computer vision on edge GPUs to agentic, RAG-based LLM applications with LLMOps tooling. Currently focused on production GenAI.

  • 🔭 Building a public GenAI portfolio — RAG, agentic AI, and LLMOps
  • 🌱 Going deeper on LangGraph agents, RAG evaluation, and MLOps
  • 💬 Ask me about computer vision on NVIDIA Jetson, RAG pipelines, or LLM apps
  • 🚀 Open to mid-level GenAI / ML / MLOps roles in Australia (full working rights)

🚀 Featured Projects

ProjectWhat it isStack
ai-job-assistant-v2 🚧End-to-end agentic job-search assistant — resume parsing with HITL review, job search & LLM reranking, gap analysis, grounded resume/cover-letter tailoring, agent+tools orchestration, and an MCP server, fully tracedFastAPI · LangGraph · OpenAI · Langfuse · MCP · PostgreSQL · Docker · Azure
pdf-ragGrounded PDF RAG chatbot with anti-hallucination retrieval & multi-turn chatLangChain · Chroma · sentence-transformers · gpt-4o-mini · Streamlit · Docker
pytorch-transformerA Transformer built from scratch ("Attention Is All You Need")PyTorch · Docker

🚧 = in active development


🛠 Tech Stack

GenAI / LLM

LangChainFastAPIOpenAIClaudeHugging FaceStreamlitDocker

Also: LangGraph (agentic) · RAG (hybrid retrieval) · Chroma (vector DB) · Langfuse (tracing) · MCP · prompt engineering

Machine Learning / Deep Learning

PythonPyTorchTensorFlowscikit-learnPandasNumPyOpenCV

Computer Vision / Edge

NVIDIA JetsonONNXROS

Also: TensorRT · TFLite · YOLOv5 · MobileNet · MIDAS

Cloud & Tools

Microsoft AzureAWSGitGitHub ActionsJupyter


🏆 Highlights

  • 🥇 Winner — Intel Ultimate Coder Challenge ($22,400)
  • 🥇 Winner — Eclipse Open IoT Challenge ($5,000 USD)
  • 🤖 Shipped real-time perception (depth, VIO, pose) on NVIDIA Jetson — demoed at Avalon Airshow 2023

Pinned Loading

  1. pdf-ragpdf-ragPublic

    PDF RAG Chatbot

    Jupyter Notebook

  2. ai-job-assistantai-job-assistantPublic

    Helps you tailor your application for the next AI job.

    Python

  3. pytorch-transformerpytorch-transformerPublic

    Transformer using PyTorch

    Python

  4. sentimojisentimojiPublic

    A sentiment analyzer using a deep learning model.

    Python 1