Malicious and Benign Website Classifier with XGBoost

Requirements

• Conda: conda.io
  or $ brew install caskroom/cask/anaconda
  or $ pip install conda

Usage

• Create Environment: $ conda env create -f environment.yml
• Activate Environment: $ source activate benign_malicious_clf
• Run Classifier Notebook: $ jupyter notebook malben_clf.ipynb

Booster Parameters

• eta = 0.18
• min_child_weight = 3
• max_depth = 6
• gamma = 0.2
• subsample = 0.75
• colsample_bytree = 0.75
• lambda = 1
• alpha = 0.053