https://github.com/nadhirfr/rf-ids

Machine Learning Based - Intrusion Detection System
https://github.com/nadhirfr/rf-ids

cic-ids-2018 data-science ddos ddos-detection ddos-mitigation django-framework intrusion-detection intrusion-detection-system machine-learning machinelearning random-forest sflow sflow-rt software-defined-network

Last synced: about 2 months ago
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Machine Learning Based - Intrusion Detection System

• Host: GitHub
• URL: https://github.com/nadhirfr/rf-ids
• Owner: nadhirfr
• Created: 2019-07-05T22:04:00.000Z (over 6 years ago)
• Default Branch: master
• Last Pushed: 2022-06-21T22:16:18.000Z (over 3 years ago)
• Last Synced: 2025-01-31T23:05:00.322Z (11 months ago)
• Topics: cic-ids-2018, data-science, ddos, ddos-detection, ddos-mitigation, django-framework, intrusion-detection, intrusion-detection-system, machine-learning, machinelearning, random-forest, sflow, sflow-rt, software-defined-network
• Language: CSS
• Homepage:
• Size: 4.32 MB
• Stars: 31
• Watchers: 1
• Forks: 2
• Open Issues: 5
• Metadata Files:
  • Readme: README.md

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README

          
# Random Forest - IDS

This is an Intrution Detection System with Machine Learning Based (Random Forest). This IDS used to detect DDoS Attack in Software-Defined Network with utilizing sFlow-RT (sFlow protocol). The analyze of Machine Learning Model can be found here: https://github.com/nadhirfr/cic-ids-2018

[![ko-fi](https://ko-fi.com/img/githubbutton_sm.svg)](https://ko-fi.com/H2H146AUD)

Feature:

- Django Framework

- API (WebSocket and HTTP)

- Realtime Attack Alert

- Read Traffic from sFlow-RT

- Full async process (Django-Channels)

Dashboard ![Dashboard](https://image.prntscr.com/image/fQguG-P3SJGxSH2Gvxnglw.png)

Log ![Log](https://image.prntscr.com/image/cS07jXgeTIC9FINCFCpaFQ.png)

__HTTP API Documentation:__

| URL :      | http://ip_address/api/?sec=latestLog&limit=limitShow |

|------------|------------------------------------------------------|

| Method :   | GET                                                  |

| Example :  | http://127.0.0.1/api/?sec=10&limit=5                 |

|            | Get 5 data in last 10 seconds                        |

*GET status of service : http://ip_address/api/status/*

__WS Access URL : ws://ip_address/ws/api/__