CIS6372 Information Assurance Final Project

Phishing detection using Machine Learning models and providing local explanations using LIME.

Overview

Dataset

https://data.mendeley.com/datasets/c2gw7fy2j4/3

Models used

1. Support Vector Machine
2. Decision Tree
3. Random Forest
4. XGBoost
5. K-Nearest Neighbors

Programming language

Python

IDE

Pycharm + Jupyter Notebook

Results

1. LIME explanation for a legitimate instance

2. LIME explanation for a phishing instance

3. Accuracy and F1 score of ML models