xmshang / phishing-plugin

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Phishing Websites Detection

Essay

https://github.com/xmshang/phishing-plugin/blob/main/870%20project%20final%20report%20-%20Phishing%20Group.pdf

Description

This plugin applied Random Forest algorithm in the backend and realized phishing websites detection.

Backend Requirements:

  Python3.7
  sklearn==0.19.2
  numpy==1.15.0

The backend applied python to use the Random Forest algorithm to train the model with the UCI dataset.

FrontEnd:

The frontend requested the trained model to classify the current website URL features and show phishing or safe of this website.

System Design

Plugin系统图

System Structure

Plugin Structure

Results

image image

About


Languages

Language:JavaScript 66.4%Language:Python 22.8%Language:CSS 5.6%Language:HTML 5.2%