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Ruban2205/README.md

AI Engineer | AI Systems Builder

"I design and build AI-powered systems that transform real-world workflows into intelligent, scalable solutions."


👋 About Me

I am a professional AI Engineer and Machine Learning Engineer specializing in Generative AI and Full-stack AI Systems. I focus on architecting production-ready solutions that integrate advanced AI models into scalable enterprise workflows.

  • 🔭 Expertise: RAG Pipelines, Autonomous AI Agents, and Computer Vision.
  • 🚀 Portfolio: www.rubangino.ca
  • 🧠 Focus: Building the bridge between cutting-edge AI research and business impact.
  • 💬 Ask me about: Scaling AI systems, automation, and full-stack AI development.

🚀 What I Build

  • Generative AI Systems: Custom LLM integrations and fine-tuned models for specific domains.
  • RAG Pipelines: Intelligent retrieval systems using vector databases (FAISS, Pinecone).
  • Automation & AI Agents: Multi-agent workflows that handle complex, multi-step tasks autonomously.
  • SaaS Development: Full-stack infrastructure to bring AI-powered products to global users.

🧠 Tech Stack & Expertise

AI / Machine Learning

Python PyTorch TensorFlow OpenCV Scikit-learn LangChain

Backend & Systems

Node.js Express REST APIs

Frontend

React Next.js Tailwind CSS

Cloud & Infrastructure

AWS Docker Git Linux


🔬 Featured Projects

🤖 AI RAG Chatbot System

Intelligent agentic chatbot for structured knowledge retrieval.

  • Problem: LLMs lack real-time context and hallucinate on proprietary data.
  • Solution: Implemented a Retrieval-Augmented Generation (RAG) system using LangChain and FAISS for sub-second retrieval.
  • Impact: Achieved 95%+ accuracy in documentation retrieval for enterprise support.
  • Tech: LangChain, FAISS, OpenAI, Python.

⚙️ AI Business Automation Engine

End-to-end AI workflow automation system for real-world business operations

  • Problem: Business workflows are manual, fragmented, and inefficient across tools (emails, forms, CRM, reports).
  • Solution: Built an AI-powered automation engine using n8n that connects APIs, processes data, and triggers intelligent workflows with LLM-based decision making.
  • Tech Stack: n8n, OpenAI API, Webhooks, REST APIs, Node.js, Google Sheets / CRM integrations.
  • Impact: Automated multi-step workflows, reduced manual operations by 60%+, and enabled real-time AI-driven decision automation.

📊 AI Automation / Dashboard System

End-to-end automation pipelines and real-time analytics dashboards.

  • Problem: Fragmented business workflows with no centralized monitoring for AI agents.
  • Solution: Built ETL pipelines to sync AI agent outputs with interactive Power BI / Looker Studio dashboards.
  • Impact: Improved operational efficiency by 40% through automated reporting.
  • Tech: Node.js, Power BI, Python, Looker Studio.

📊 GitHub Performance

GitHub Followers Profile Views

GitHub Streak


⚡ Engineering Philosophy

"I don't just build models — I build intelligent systems that integrate, scale, and create measurable impact. My goal is to transform complex challenges into seamless, automated solutions."


🌐 Connect

Portfolio LinkedIn Email


Building the Future, One Intelligent System at a Time.

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