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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: 9 days 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 5 years ago)
Default Branch: master
Last Pushed: 2022-06-21T22:16:18.000Z (over 2 years ago)
Last Synced: 2025-01-31T23:05:00.322Z (21 days 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

Awesome Lists containing this project

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/__