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NitinRwt/README.md

🚀 About Me

role: SWE-1 
domain: Industrial Automation & Manufacturing AI
exploring: LLMs · RAG · LangChain · LangGraph · AI Agents
mission: Ship AI that works in production — not just in notebooks
  • 🔭 Currently building industrial computer-vision inference pipelines — detection → crop → OCR → classification → deployment
  • ⚡ Deep interest in model optimization (OpenVINO, quantization) and low-latency inference
  • 🐳 Comfortable owning the full lifecycle: data → training → containerized deployment
  • 🌱 Actively growing into LLM/RAG application development and agentic systems

🛠️ Tech Stack

AI / Machine Learning

Computer Vision

Generative AI

Backend & Deployment

Databases

Development


🔥 Featured Projects

🏭 Industrial Meter Reading System

Computer Vision · YOLO · OCR · CNN · OpenVINO · Docker

End-to-end AI system for reading analog & digital industrial meters in production environments.

  • YOLO-based meter & region detection + YOLO-OBB for oriented localization
  • Custom CNN/LeNet digit classifier
  • Multi-stage pipeline: detect → crop → OCR → classify
  • OpenVINO-optimized inference, Dockerized deployment

📈 98% real-world accuracy · ~50% latency reduction

🔬 Industrial Spinneret Inspection System

CV · PLC/Modbus · React · D3.js · SQL Server · Python/C#

Inspection platform covering 72 regions of a spinneret with automated defect detection.

  • PLC/Modbus communication with production hardware
  • Real-time dashboard (React + D3.js) over SQL Server
  • WinForms + WebView2 hybrid front end
  • Automated inspection-image archiving
Machine → PLC → Modbus → Inspection Engine
   → CV/OCR → SQL Server → Dashboard

🚗 Automatic License Plate Detection & OCR

YOLO · OpenCV · OCR · Python

Full pipeline for detecting vehicle plates and extracting plate numbers from real-world images.

  • YOLO-based plate detection + preprocessing
  • OCR text extraction
  • End-to-end detect → recognize flow

💬 Social Media Sentiment Analysis

NLP · Hugging Face · Django · Python

API-driven sentiment classifier for social media text using modern NLP models.

  • Hugging Face transformer models
  • Django backend with REST inference API
  • Clean classification pipeline

🧠 Focus Areas

Computer Vision

  • Object Detection
  • OCR
  • Image Classification
  • Industrial Inspection
  • Video Analytics

Generative AI

  • LLMs & RAG
  • Agents
  • LangChain / LangGraph
  • Prompt Engineering

ML Engineering

  • Model Optimization
  • Inference & Serving
  • FastAPI / Docker
  • Production Deployment

🎯 Currently Learning


💡 Building AI systems that don't just work in notebooks — they work in the real world.

⭐ Feel free to explore my repositories — and reach out if you're working on something interesting in CV or applied AI.

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