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URL Classifier

Classification of URLs as Malicious or Benign

This Repo consists of the following notebooks:

  • Web Metrics Scrapper : Scrapes dataset for the project
  • Data and Features : Additional Feature generation and their explaination
  • TestDataPrep : Preparation of test dataset for model perforamnce evaluation
  • Model Fitting : Model Fitting on Training Data and performance evaluation on the test data

Libraires used:

  • sci-kit learn
pip install sklearn
  • keras
pip install keras

There are the following models in this repo:

  • LR.pickle : Logistic Regression Classfier
  • RFC.pickle : Random Forest Classifier
  • Scaler.pickle : Standard Scaler for preprocessing required for Neural Network
  • model.h5 : Artificial Neural Network Classfier

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