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s-madhavan001/README.md

⚡ Hi there, I'm Madhavan S 👋

🚀 AI Developer | LLMs • RAG Systems • AI Automation • Computer Vision

Portfolio LinkedIn GitHub

Typing SVG


📌 About Me

Passionate AI Developer with 2.5+ years of experience specializing in Large Language Models (LLMs), Retrieval-Augmented Generation (RAG), AI Automation, and Computer Vision. Skilled in architecting intelligent chatbots, semantic search engines, scalable backend APIs, and end-to-end automation workflows. Driven by solving real-world challenges through robust, production-ready AI systems.

  • 🔭 Currently Working As: Tech Lead (Freelance) at Change Makers ZB & building advanced AI workflows
  • 🎓 Education: B.Tech in Artificial Intelligence & Data Science (AI&DS) – JIT, Anna University (2020 – 2024)
  • 💡 Core Focus: Agentic AI Workflows, Graph RAG, Semantic Search, Object Detection & Vision Models
  • 🗣️ Languages: English, Tamil

🛠️ Technical Skills

🧠 AI / ML & LLMs

Python LangChain LLMs RAG & Graph RAG PyTorch OpenCV YOLO

⚙️ Backend & API Development

FastAPI Django REST APIs

🗄️ Databases & Vector Stores

Pinecone Qdrant PostgreSQL SQL NoSQL / Firestore

☁️ Cloud & Services

AWS Firebase

🔄 Automation & DevOps

n8n Docker Git


💼 Work Experience

⚡ Tech Lead (Freelance)Change Makers ZB

Feb 2026 - Present 7 Months

  • Technical Leadership: Provided technical direction, architecture planning, and seamless team collaboration as lead.
  • Backend & Cloud: Engineered scalable backend services in Python and orchestrated deployments on AWS.

🤖 AI Engineer • Elevix Tech LLP

Sep 2025 - Feb 2026 6 Months

  • Workflow Automation: Designed and maintained complex, multi-step business automation workflows using n8n.
  • RAG Chatbots: Architected and deployed an internal context-aware chatbot using LangChain and vector search.

🚀 Jr. AI Developer & Computer Vision Intern • Vish Gyana Technology Solutions Pvt Ltd

Feb 2024 - Jul 2025 1.5 Years

  • Jr AI Developer: Built LLM-powered applications, prompt chaining systems, and integrated modern AI frameworks.
  • Computer Vision Intern: Preprocessed and annotated image datasets; assisted in training PyTorch computer vision models.

🚀 Featured Projects

🤖 RAG-Based Chat-Bot

Context-aware question-answering system using semantic search pipelines and vector databases.

  • Extracted and indexed web data for high-speed semantic retrieval.
  • Generated accurate, context-aware answers using LLM pipelines.

Tech Stack: Python LangChain PG Vector DB LLM Semantic Search

💬 Customer Support AI Chat-Bot

Enterprise customer support assistant strictly grounded on verified knowledge bases.

  • Scoped answers specifically to user-purchased courses & modules.
  • Sub-second similarity search with high-dimensional vector embeddings.

Tech Stack: Python RAG Qdrant Vector DB LLM

👁️ Customer Segmentation (Vision AI)

Vision AI pipeline for employee and customer segmentation with real-time alerting.

  • Achieved 90% segmentation accuracy using YOLO and PyTorch.
  • Processed real-time visual feeds to drive actionable business decisions.

Tech Stack: Python OpenCV Computer Vision (YOLO) PyTorch

🪙 Coin Recognition System

Automated coin identification and classification based on image features.

  • Trained computer vision models to identify coins by visual pattern analysis.
  • High precision detection in diverse lighting conditions.

Tech Stack: Python OpenCV Computer Vision (YOLO)

⚡ Social Media Automation

Automated social pipeline transitioning from no-code to code-first LLM orchestration.

  • Initially automated with n8n; migrated to LangChain for long-term privacy and stability.
  • Automated content scheduling, summarization, and distribution.

Tech Stack: Python LangChain n8n Automation Workflows

📹 Video Upload & Streaming Platform

High-performance backend API service for social video sharing and streaming.

  • Cloud deployment on AWS supporting video uploads and fast short-form streaming.
  • Built resilient RESTful APIs with FastAPI and async handlers.

Tech Stack: FastAPI AWS Python REST APIs

🏢 Employee Management System (Internal Software)

Full-fledged enterprise backend system with scalable database architecture and modular REST APIs.

Tech Stack: Django SQL REST APIs Backend Development


🧠 Soft Skills & Strengths

  • 🎯 Leadership & Project Coordination
  • 🧩 Problem Solving & Analytical Thinking
  • 🤝 Team Collaboration & Clear Communication
  • 🔄 Adaptability & Continuous Learning
  • 🔍 Critical Thinking & Architectural Planning

📊 GitHub Analytics

GitHub Stats Top Languages
GitHub Streak

📬 Connect With Me

Portfolio LinkedIn GitHub

⭐️ Always open to collaborating on innovative AI, LLM, Computer Vision, and Automation projects!

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  1. roboflow/supervision roboflow/supervision Public

    We write your reusable computer vision tools. 💜

    Python 49.8k 4.7k