kulkarnishub377
👋 About Me
🔭 Currently building AI & Computer Vision pipelines at Arya Omnitalk Wireless Solutions, Pune — powering live highway infrastructure with 50,000+ events/day
🧠 Specializations: Computer Vision · Generative AI · RAG · Document AI · Edge AI Deployment · MLOps
⚡ Key Production Wins:
- 🎯 95% model accuracy on vehicle detection (VIDES + ATMS)
- 📉 30% latency reduction via multi-threaded inference optimization
- 🔍 30× faster vector retrieval using FAISS IVF indexing
- 🚗 150,000+ forensic vehicle queries handled per day
🏆 AIR 1 — Smart India Hackathon 2023 · Team Lead · National Champion
🎓 B.E. Electronics & Telecommunication · SPPU · 2025
📍 Pune, Maharashtra, India · 📬 kulkarnishub377@gmail.com
🏆 Achievement Cabinet
National Champion AI-based E-Waste Management System Selected as best solution from thousands of teams |
University Rank 2 AI Smart Irrigation System Predictive ML for water usage optimization |
Runner-Up AI Investment Intelligence Platform Risk-based scoring & financial insights |
⚡ Production Impact
| Metric | Value |
|:---|:---:|
| 🚦 Events processed / day (VIDES + ATMS live systems) | **50,000+** |
| 🎯 Computer Vision model accuracy | **95%** |
| ⚡ Real-time inference latency | **< 100ms** |
| 📉 Latency reduction via pipeline optimization | **30%** |
| 🔍 Vector retrieval speedup (FAISS IVF indexing) | **30×** |
| 🚗 Forensic vehicle queries handled / day | **150,000+** |
| 📄 RAG pipeline query response time | **< 2 seconds** |
| ☁️ Production system uptime | **99%** |
🛠️ Tech Stack
🤖 AI · Machine Learning · Computer Vision
🧬 Generative AI · LLMs · RAG · Document AI
⚙️ Backend · MLOps · DevOps
☁️ Cloud Platforms
🔌 Edge AI & Embedded Hardware
💾 Databases & Caching
🌐 Full Stack Development
🚀 Featured Projects
🔍 Vehicle Forensic Matching System
[](https://github.com/kulkarnishub377/Vechile_forensic_match_RAC)
Challenge: Manual vehicle identification from surveillance footage was slow and error-prone across databases of 150,000+ entries.
| Component | Technology | Result |
|---|---|---|
| Visual Embeddings | ResNet + OSNet (5,632-dim fusion) | Fine-grained identity matching |
| Vector Search | FAISS IVF Indexing | 30× faster retrieval |
| OCR Layer | PaddleOCR — license plate recognition | Text-based cross-verification |
| API & Serving | FastAPI + Redis (async) | 150K+ queries/day · sub-1s response |
📄 Document AI + RAG Pipeline
[](https://github.com/kulkarnishub377/Document-AI---RAG-Pipeline)
Challenge: Teams spent hours manually reviewing large volumes of PDFs and scanned documents to extract key information.
| Component | Technology | Result |
|---|---|---|
| Extraction | PaddleOCR + Layout Analysis | Structured data from PDFs & scans |
| Retrieval | FAISS + Semantic Chunking | Sub-2s query response |
| Reasoning | LangChain + LLM (RAG + CoT) | Natural language Q&A over documents |
| Prompting | Modular Prompt Pipelines | Summarization · Key-field extraction · Table parsing |
📅 Professional Timeline
| Period | Role | Organization | Location | Highlights |
|:---:|:---|:---|:---:|:---|
| **Aug 2025 – Present** | 🏢 Software Engineer – AI/ML | Arya Omnitalk Wireless Solutions | Pune · On-site | VIDES + ATMS · 50K+ events/day · 95% accuracy |
| **Oct 2024 – Dec 2024** | 📊 Data Analytics Trainee | AICTE · VOIS for Tech · Vodafone Idea Foundation | Remote | LLMs for agriculture & science analytics |
| **Aug 2023 – Aug 2024** | 🌟 Campus Ambassador | GeeksforGeeks | Ahilyanagar | Hackathons · coding contests · workshops |
| **Jun 2023 – Aug 2023** | 🤖 AI Intern | IBM India Pvt. Ltd. | Remote | NLP classifier · 90% accuracy |
| **May 2023 – Sep 2023** | 🔬 AI Intern | MathWorks | Ahilyanagar | Deep learning · image processing · MATLAB |
| **2021 – 2025** | 🎓 B.E. Electronics & Telecomm | Dr. VVP College of Engg · SPPU | Ahilyanagar | Alumni Portal deployed live · Core Committee Secretary |
📊 GitHub Analytics
🐍 Contribution Activity
📜 Certifications
| Certification | Issuer | Year |
|:---|:---:|:---:|
| 🤖 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 |
| 🌐 Global Navigation Satellite System (GNSS) | ISRO | 2023 |
| 📈 Advanced Excel | MKCL | 2023 |
| ⚙️ Industrial Electronics | Yash Infotech | 2023 |
🌐 Connect with Me
> *"The best way to predict the future is to build it."* > > **Always learning. Always shipping. 🚀**