🛡️ Intrusion Detection System

🌐 Project Overview

In the ever-evolving landscape of cybersecurity, our Intrusion Detection System (IDS) stands as a sentinel, leveraging cutting-edge machine learning to protect digital infrastructures from sophisticated network threats.

✨ Key Innovations

🔍 Advanced Threat Detection

• Neural Architecture
  • Deep learning model trained on NSL-KDD dataset
  • Stacked encoders for nuanced feature extraction
  • Gated convolution for adaptive threat weighting
  • Precision-driven multi-class attack classification

🚀 Real-Time Network Vigilance

• Live Network Monitoring
  • Seamless Wireshark integration
  • Millisecond-level threat detection
  • Comprehensive network traffic analysis

🏗️ System Architecture

💻 User Interface

• React.js Powered Frontend
  • Responsive, intuitive design
  • Real-time threat visualization
  • Interactive security dashboards

🖥️ Backend Infrastructure

• FastAPI Microservices
  • High-performance API framework
  • Scalable architecture
  • Robust error handling

🛠️ Technology Constellation

Domain	Technologies
Frontend	React.js
Backend	Python 3.8+ • FastAPI
ML Framework	PyTorch • Scikit-learn
Data Processing	Pandas • NumPy
Network Tools	Wireshark

🚀 Quick Start

🔧 Prerequisites

• Python 3.8+
• Node.js 14.x
• npm 6.x
• Git

🔨 Installation

# Clone the guardian
git clone https://github.com/vishruth2005/IntrusionDetectionSystem.git
cd ids

# Backend setup
cd backend
python -m venv venv
source venv/bin/activate
pip install -r requirements.txt
uvicorn main:app --reload

# Frontend ignition
cd ../frontend
npm install
npm start

🌳 Project Topology

ids/
├── 🔒 backend/
│   ├── 🔧 api/
│   └── 📋 config.py
├── 🖥️ frontend/
│   ├── 💻 src/
│   └── 📦 package.json
└── 🧠 src/
    └── 🔮 IDS/

🙏 Acknowledgments

• NSL-KDD Dataset Pioneers
• Open-Source Community Innovators