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kulkarnishub377/README.md

Hi, I'm Shubham Kulkarni 👋

AI Engineer · Computer Vision · Generative AI · RAG · Edge AI · MLOps

1+ year of professional experience building production-grade AI/ML systems.




👨‍💻 About Me

I'm an AI Engineer with 1+ year of industry experience, currently working on production Computer Vision, Edge AI, and Intelligent Transportation Systems.

I build AI systems across the complete lifecycle — from model development and optimization to real-time inference, RAG, vector search, AI agents, APIs, and production deployment.

  • 🚀 50K+ real-time events/day
  • 🎯 95% Computer Vision accuracy
  • Sub-40ms processing on NVIDIA Jetson
  • 🔍 30× faster vector retrieval using FAISS
  • 🚗 150K+ forensic queries/day
  • 🏆 AIR 1 — Smart India Hackathon 2023

🛠️ Tech Stack

AI / Computer Vision

Python · PyTorch · TensorFlow · OpenCV · YOLOv5/v8 · RT-DETR · ByteTrack · OSNet-AIN · PaddleOCR · Hugging Face

Generative AI / RAG

LLMs · RAG · LangChain · FAISS · BM25 · Hybrid Search · RRF · Agentic AI · Prompt Engineering · Knowledge Graphs

Edge AI

NVIDIA Jetson · TensorRT · CUDA · ONNX Runtime · GStreamer · RTSP

Backend / MLOps

FastAPI · Django · Flask · Docker · Kubernetes · CI/CD · PostgreSQL · Redis · REST APIs · WebSockets

Cloud

AWS · Azure · Google Cloud · Vertex AI


🚀 Featured Projects

🏙️ CivicMind — AI-Powered Smart City Intelligence

Multi-agent AI platform for smart-city decision making, combining AI agents, digital-twin simulation and explainable AI for risk-based recommendations.

Tech: Gemini · Vertex AI · FastAPI · Next.js · Docker

🔗 View Repository →


📄 Document AI + RAG Pipeline

Local-first document intelligence platform for PDFs, images and web content, featuring hybrid retrieval with FAISS + BM25, RRF, knowledge graphs and LLM-based Q&A.

Tech: Python · FastAPI · FAISS · BM25 · Mistral · LangChain

🔗 View Repository →


🚗 Vehicle Forensic Matching System

Real-time vehicle re-identification system using YOLO, OSNet-AIN embeddings and FAISS IVF for high-speed search across surveillance data.

150K+ queries/day · Sub-100ms retrieval · 30× retrieval improvement

Tech: PyTorch · YOLO · OSNet-AIN · FAISS · FastAPI · Docker

🔗 View Repository →


🤖 OmniSight — Multi-Modal Incident Intelligence

Agentic AI system that correlates IoT, camera and audio signals to identify anomalies, validate incidents and generate automated safety responses.

Tech: FastAPI · Agentic AI · RAG · Vector DB · Docker

🔗 View Repository →


🌱 JalTantra — Smart Irrigation & AgTech

AI + IoT platform combining smart irrigation, crop-disease detection, predictive analytics and multilingual AI assistance.

🏆 Rank 2 — SPPU Startup Olympiad 2025

🔗 View Project →


💼 Experience

Software Engineer — AI/ML

Arya Omnitalk Wireless Solutions Pvt. Ltd. · Pune

Aug 2025 – Present

Building production AI systems for Intelligent Transportation Systems.

  • Architecting Computer Vision pipelines processing 50K+ events/day
  • Deploying and optimizing AI inference on NVIDIA Jetson
  • Using TensorRT, CUDA and GStreamer for high-performance edge inference
  • Working with YOLOv8, RT-DETR, ByteTrack and PaddleOCR
  • Building asynchronous backend and real-time alerting pipelines
  • Developing vehicle re-identification and forensic search systems
  • Supporting production systems with 95% CV accuracy and 99.9% edge-node uptime

🏆 Achievements

🥇 AIR 1 — Smart India Hackathon 2023 National Champion · Software Edition

🥈 Rank 2 — SPPU Startup Olympiad 2025 JalTantra · AI-powered AgTech platform

🥉 Global Runner-Up — TIAA Global AI Hackathon AI Investment Intelligence Platform


🎓 Education

Bachelor of Engineering — Electronics & Telecommunication

Savitribai Phule Pune University Dr. VVP College of Engineering · 2021 – 2025

First Class


📜 Certifications

  • Deploy Multi-Agent Architectures — Google · 2026
  • Introduction to Machine Learning Concepts — Microsoft · 2026
  • Engineer AI Agents (ADK) — Google Cloud · 2025
  • Career Essentials in Generative AI — Microsoft + LinkedIn Learning · 2024
  • Deep Learning Onramp — MathWorks · 2024
  • Statistics Onramp — MathWorks · 2024
  • Python Programming — GUVI · 2023
  • Geodata Processing using Python — ISRO · 2023

📊 GitHub Analytics




🐍 Contribution Activity

GitHub Contribution Snake

🤝 Let's Connect

I'm interested in AI Engineering, Computer Vision, Generative AI, Agentic AI, RAG, Edge AI and challenging real-world AI systems.



Building AI systems from models to production. 🚀

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  1. Document-AI---RAG-PipelineDocument-AI---RAG-PipelinePublic

    A production-ready, locally-hosted Retrieval-Augmented Generation (RAG) system for chatting with your documents.

    Python 4

  2. Vechile_forensic_match_RACVechile_forensic_match_RACPublic

    🚗 Complete vehicle re-identification system: YOLO detection, OSNet embeddings, FAISS search. Session-based, no database, modern UI.

    Python 2

  3. OmniSightOmniSightPublic

    🔍 OmniSight — Autonomous Multi-Modal Incident Intelligence Fabric. Real-time event correlation, intelligence synthesis, and AI-powered operational dashboards.

    Python 1

  4. CivicMindCivicMindPublic

    AI-powered platform that helps communities make smarter decisions using real-time data, predictive analytics, and autonomous AI agents

    TypeScript 1

  5. A_line_following_robotA_line_following_robotPublic

    An autonomous Arduino-based robot that follows a black line on a white surface using IR sensors and visual feedback via LCD display and LEDs.

    Python 2

  6. Alumni_Management_portalAlumni_Management_portalPublic

    A professional, enterprise-grade Alumni Management System designed to connect graduates, facilitate mentorship programs, post jobs, and manage university events through an interactive, multi-page w…

    Python 1 3