/IntelligentIDS

This project is creating an intelligent intrusion detection system to detect and flag anomalous traffic

Primary LanguagePython

IntelligentIDS

A little info about your project and/ or overview that explains what the project is about.

Project 1: data collection, data preparation, and tool choice

Below are steps for data collection and data preparation with tool choice specified by each step.

a. Recreate two attacks and collect data

  1. Port Sweep - Nmap
  2. DDOS - docker/VM

Using Wireshark as a traffic aggregation tool, collecting pcap files.

b. Data processing

  1. Use Wack tool to help in processing data
  2. Normalize data (PCA)
  3. Feature extraction - flags, protocol, payload, packet id, source/destination ports
  4. Label data - normal, attack1, attack2

Motivation

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Collected our own data and preprocessed it ourselves.

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