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Focusing on ML and DL
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Focusing on ML and DL
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MissNeerajSharma/README.md

🧠 Neeraj Sharma – Research & Innovation Portfolio

Senior Project Engineer | AI Researcher | Mentor
📍 Panchkula | ✉️ neerajkhn86@gmail.com | LinkedIn | GitHub

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🔬 Research Focus Areas

  • 🧠 Medical Imaging (Brain tumor, Retinal disease detection)
  • 🤖 LLM-powered EdTech Agents (LangChain + Google PaLM)
  • 💻 Edge AI Deployment (YOLO on Raspberry Pi, FastAPI)
  • 🌐 Smart Infrastructure Analytics (Geospatial water zone classification)
  • 🔧 Predictive Maintenance (Commercial fleets, tyre wear & lifespan)

📁 Featured Research Projects

🧠 Brain Tumor Detection from MRI Images

CNN-based classifier to detect 4 types of brain tumors

  • Model: VGG19 (Keras, TensorFlow)
  • Augmentation: Sharpness, contrast, rotation
  • Deployment: FastAPI backend for live prediction
  • Status: Patent filed, publication in preparation
  • 🛠️ Transfer Learning, OpenCV, REST API

👁️ Retinal Disease Detection (Govt. Funded)

Deep learning system to detect retinal conditions from fundus images

  • Models Used: YOLO + ResNet
  • Accuracy: 94% on test hospital data
  • Deployment: Pilot tested across Tri-City hospitals
  • 🧪 Medical AI, YOLOv5, TensorFlow, FastAPI

🤖 AI-Powered EdTech Q&A Agent (Google PaLM + LangChain)

Multi-turn student query answering system using LLMs

  • Pipeline: LangChain + FAISS + Google PaLM
  • Use Case: 24/7 learning assistant for students
  • Result: Reduced human support by 80%
  • 🧱 LLM, LangChain, RAG, FastAPI

🌊 Canal Water Resource Allocation – Punjab Govt.

Geospatial clustering of water zones across 500+ villages

  • Tech: Pandas, GeoPandas, DBSCAN, K-Means
  • Deliverables: 100+ automated water resource visual reports
  • 🏛️ Smart infrastructure, clustering, rural analytics

🛞 Predictive Maintenance & Tyre Patch Detection

Real-time wear detection and lifespan prediction for commercial vehicle tyres

  • Image Model: YOLOv5 + BBox annotation
  • Lifespan Model: Linear regression (distance forecasting)
  • Publication: IEEE Xplore (2022)
    📄 View Paper

🧑‍🏫 Research Leadership & Mentoring

  • Supervised 5+ interns in AI, annotation workflows, and deployment
  • Co-authored 2 upcoming papers (brain imaging + edtech LLMs)
  • Led cross-functional R&D teams in healthcare, geospatial and fleet AI
  • Contributing to 1 patent (brain tumor detection framework)

📄 Publications

🚀 Tools & Stack

Python • TensorFlow • Keras • OpenCV • FastAPI • YOLOv5 • LangChain • Google PaLM • FAISS • GeoPandas • Scikit-learn

“Building AI for diagnostics, education, and decision-making—impact first, code second.”

🧷 Want to Collaborate or Invite as Reviewer/Speaker?
Feel free to reach me via 📧 Email or LinkedIn

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