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Training a Machine Learning Model to detect a URL whether it is a phishing or Legitimate URL

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MokshagnaV/Phishing-URL-Detection-Using-ML

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Phishing-URL-Detection-Using-ML

Training a Machine Learning Model to detect a URL whether it is a phishing or Legitimate URL

  1. Collecting Data
  • I have collected Phishing URLs from www.phishtank.org
  • Legitimate URLs from Kaggle datasets
  1. Data Preprocessing
  • Combining the phishing URLs and Legitimate URLs to make a complete dataset of URLs
  • performed some data preprocessing techniques on that dataset
  1. Features Extraction
  • Extracted many features that which makes that URLs Phishing or Legitimate from the URLs in the dataset
  • By following the reasearch paper
  1. Model Selection

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Training a Machine Learning Model to detect a URL whether it is a phishing or Legitimate URL

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