nardy07 / nids

Major project on Network Intrusion Detection System

NIDS

Major project on Network Intrusion Detection System

Repository Structure

Network-Intrusion-Detection-Using-Machine-Learning

• Datasets

  • Normal_data.csv - CSV Dataset file for Normal data
  • metasploit.csv - CSV dataset file for attacks
  • bin_data.csv - CSV dataset for Binary labels

• Labels

  • le1_classes.npy - Numpy file for ndarray containing Binary Labels

• Models

  • lst_binary.json - Trained Long Short-Term Memory Model JSON File for Binary

• Weights

  • lst_binary.h5 - Model weights of Long Short-Term Memory Model for Binary

• Plots

  • Pie_chart_binary.png - Pie chart of Binary Classificatio
  • lstm_binary.png - Long Short-Term Memory Model Summary for Binary Classification
  • lstm_binary_accuracy.png - Long Short-Term Memory Accuracy Plot for Binary
  • lstm_binary_loss.png - Long Short-Term Memory Loss Plot for Binary Classification
  • lstm_binary_roc.png - Multi Layer Perceptron Loss Plot for Multi-class

Dataset

The InSDN dataset (https://aseados.ucd.ie/datasets/SDN/)

Prerequisites

• Keras
• Sklearn
• Pandas
• Numpy
• Matplotlib

Running the Notebook

The notebook can be run on

• Google Colaboratory