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sudhindraOggu/Malicious-URL-Detection-using-Deep-Learning

To build a deep learning model that classifies URLs as Phishing or Legitimate using the UCI Phishing Websites dataset. Primary language: Jupyter Notebook.

Jupyter Notebook0 stars0 forkspushed Apr 26, 2026

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Malicious URL Detection using Deep Learning

Description

This project classifies URLs as Phishing or Legitimate using an MLP model.

Dataset

UCI Phishing Websites Dataset

Model

MLP (Dense Layers)
Dropout, Early Stopping
Adam Optimizer

Results

Accuracy: ~95%

Run

Open the notebook
Run all cells

Demo

Flask web app included