🛡️ IDS Defense: SOC-Grade ML Intrusion Detection Platform

Deployed and maintained by P Ganesh Krishna Reddy | Engineering by ProgVision

IDS Defense is an enterprise-grade Intrusion Detection System that merges high-frequency network telemetry with Machine Learning to identify and visualize security breaches in real-time.

📺 System Overview

Real-Time SOC Dashboard

Full real-time visualization of network throughput, anomaly spikes, and threat distribution.

✨ Core Features

1. 🧠 ML-Powered Detection Engine

• Models: Optimized Random Forest & XGBoost v1.2 classifiers.
• Granular Severity: Critical, High, Medium, and Low risk prioritization.
• Inference Latency: Sub-10ms response time for proactive defense.
• Detection Types: Hybrid analysis combining ML anomalies with signature-based rules.

2. 📊 SOC-Grade Visuals

• Actionable KPIs: Real-time trend indicators with count-up animations and incident-aware coloring.
• Expandable Threat Feed: Deep-inspection rows revealing feature vectors, confidence scores, and detection logic.
• Analytic Widgets: Top-attacker IP tracking and threat distribution donut charts.

3. 🛡️ Enterprise Engineering

• WebSocket Streaming: Instant, bi-directional communication for zero-latency alerts.
• Zero-Trust Ready: Architecture built for encrypted, authenticated security ecosystems.
• Compliance: Infrastructure aligned with NIST-800 and SOC2 standards.

🛠️ Step-by-Step Setup

Prerequisites

• Python 3.9+
• Node.js 18+
• Git

1. Backend (FastAPI + ML Engine)

cd backend
python -m venv venv
source venv/bin/activate  # On Windows: venv\\Scripts\\activate
pip install -r requirements.txt
python main.py

The backend starts a WebSocket server on port 8000 and begins network traffic simulation.

2. Frontend (Next.js Dashboard)

cd frontend
npm install
npm run build
npm start -- --port 3200

The dashboard will be available at http://localhost:3200.

🚀 Deployment

GitHub

1. Create a repository named IDS-Defense on GitHub.
2. Initialize and push:

git init
git remote add origin https://github.com/ganeshkrishnareddy/IDS-Defense.git
git branch -M main
git add .
git commit -m "Initial Release: SOC-Grade IDS Defense Platform"
git push -u origin main

Netlify (Frontend)

• Site Name: ids-defense.netlify.app
• Build Command: npm run build
• Publish Directory: .next
• Note: Ensure the @netlify/plugin-nextjs is enabled in your netlify.toml.

🧾 Project Identity

• Created By: P Ganesh Krishna Reddy (Portfolio)
• Engineering: Deployed by ProgVision (progvision.in)
• Contact: pganeshkrishnareddy@gmail.com
• Core Stack: Next.js 15, FastAPI, Tailwind CSS, Scapy, XGBoost.

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Built for the next generation of Security Operations Centers. 🔒🛡️