Omkar mahanandia Omkarmahanandia36

✦ WHO I AM ✦

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#   omkar_mahanandia.profile   #
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class OmkarMahanandia:

    name        = "Omkar Mahanandia"
    title       = "Assistant Professor — CSE"
    institute   = "CGC Jhajjar, Haryana"
    education   = "MCA · NIT Raipur  🎓"

    teaches     = [
        "Object-Oriented Programming (Java)",
        "System Design"
    ]

    expertise   = [
        "Machine Learning & Data Science",
        "Natural Language Processing",
        "Indian Language Technology",
        "Full-Stack Python Development"
    ]

    currently   = "Building Cyber Sahayak 🛡️"
    languages   = ["Odia","Hindi","English"]
    motto       = "Teach deeply. Build deliberately."

📍 India | 📧 omkarmahanandia@gmail.com

🎓 EDUCATION & CREDENTIALS

🏛️ Institution	📜 Qualification	🏷️ Status
National Institute of Technology, Raipur _{One of India's premier NITs}	Master of Computer Applications (MCA) _{Specialization · ML · NLP · Full-Stack}
C.G.C Mohali _{Chandigarh Group of Colleges}	Assistant Professor — CSE Dept.

⚡ TECHNICAL MASTERY

🤖 Machine Learning & Data Science 🤖

🌐 Backend · APIs · Databases

🎨 Frontend · DevOps · Tools

🚀 FEATURED PROJECTS

╔══════════════════════════════════════╗

🛡️ CYBER SAHAYAK — FLAGSHIP PROJECT

╚══════════════════════════════════════╝

An AI-powered cybercrime reporting assistant built for India — vernacular NLP, automated FIR drafting, privacy-first local LLM.

Feature	Description
🗣️ Vernacular NLP	Supports Odia, Hindi, and English citizen inputs
📋 Auto FIR Drafting	AI generates structured complaint from narrative
🔒 Privacy-First	Local LLM via Ollama — no data leaves the device
📱 Dual Interface	Citizen mobile app + Law enforcement web dashboard
🎯 Gov-Ready	Targeting Odisha state licensing & deployment

🈶 Neural Machine Translation

English → Hindi via Seq2Seq + Attention

✦ Encoder-Decoder with Attention mechanism
✦ BLEU score optimized for Indian language pairs
✦ Trained on parallel English-Hindi corpora
✦ Context-aware, production-ready inference

🎬 IMDB Sentiment Analysis

End-to-end ML web app with live prediction

✦ TF-IDF + Deep Learning pipeline
✦ Real-time REST API predictions
✦ Interactive web interface
✦ 85%+ accuracy on held-out test set

💼 HR Management System

Multi-role enterprise system — live on Railway

✦ Role-based access: multi-admin architecture
✦ Attendance, leave & analytics dashboard
✦ SQLite with WAL mode for high concurrency
✦ JWT auth, live-deployed environment

📍 GigNear — Hyperlocal Platform

Gig worker marketplace for India

✦ Full PostgreSQL schema designed
✦ Real-time gig matching via Socket.IO
✦ 16-week MVP roadmap completed
✦ UI/UX design spec finalized

👨‍🏫 TEACHING & RESEARCH

📘 OOP with Java

_{CGC Jhajjar · CSE Dept.}

Inheritance · Polymorphism
Interfaces · Design Patterns
Collections · Exception Handling

🏗️ System Design

_{CGC Jhajjar · CSE Dept.}

Scalability · Load Balancing
Distributed Systems · Caching
Database Sharding · Microservices

🔬 Research Focus

_{Active Areas}

Indian Language Technology
Low-Resource NLP · OCR
Edge ML · Computer Vision

"I don't just teach syntax — I teach students to think in systems, reason about tradeoffs, and build things that last."

📊 GITHUB ACTIVITY

🗺️ JOURNEY

graph LR
    A("🐍 Python & CS\nFoundations") --> B("🌐 Full-Stack Dev\nFlask · FastAPI · React")
    B --> C("🤖 ML & Data Science\nscikit-learn · TensorFlow")
    C --> D("🧠 Deep Learning & NLP\nSeq2Seq · Attention")
    D --> E("🇮🇳 Indian Language\nTechnology & OCR")
    C --> F("🎓 MCA\nNIT Raipur")
    F --> G("👨‍🏫 Assistant Professor\nCSE @ CGC Jhajjar")
    G --> H("🛡️ Cyber Sahayak\nAI for Odisha")

    style A fill:#7C3AED,color:#fff,stroke:none
    style F fill:#7C3AED,color:#fff,stroke:none
    style G fill:#10B981,color:#fff,stroke:none
    style H fill:#FF6F61,color:#fff,stroke:none
    style E fill:#302B63,color:#E0C3FC,stroke:none

🤝 LET'S CONNECT

Open to | ML / Data Science Roles · NLP Research Collabs · Academic Talks · Open Source

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