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ronitgulia/Readme.md
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🧠 About Me

Ronit Gulia — AI/ML Engineer & Full Stack Developer

"I care more about whether something actually works in the real world than whether it looks good on paper."

I'm an AI/ML engineer who genuinely enjoys taking things from a rough idea to something running in production. I've worked across LLMs, computer vision, and backend systems — mostly because I get bored if I'm only doing one thing.

Things I spend most of my time on:

  • 🤖 Generative AI & RAG — building LLM-powered apps that actually retrieve the right context
  • 🧪 MLOps — making sure models don't just work on my machine, but stay working in production
  • 👁️ Computer Vision — detection, classification, real-time pipelines
  • 🌐 Full Stack — FastAPI on the backend, React or Next.js on the front

Portfolio

LinkedIn

Email

GitHub


Profile Views

Currently Building   Currently Learning   Open To

🛠️ Tech Arsenal

Tech Stack

💻 Featured Projects

🤖 RAG Knowledge-Base Chatbot

Hybrid FAISS + BM25 Retrieval-Augmented Generation chatbot built with LangChain and Streamlit. Tested against RAGAS benchmarks with faithfulness, accuracy, and relevance scoring above 0.92.

🧩 AutoStream AI Agent

LangGraph-powered conversational lead-capture agent with multi-step routing. Deployed as a scalable backend service using FastAPI and the WhatsApp Cloud API.

🛡️ Victor Bot Detection

Real-time XGBoost + Isolation Forest ensemble for sub-5ms malicious HTTP traffic fingerprinting. Wraps explainable AI (SHAP) into a deployable Flask REST API.

📊 GitHub Analytics


🐍 Contribution Snake

Snake eating my contributions

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