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Visualizing historic cyber breach data and predicting new breaches

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agade007/Cyber-Insurance

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Cyber-Insurance

Cyber Insurance is a newer line of business for insurance companies. Being able to aggregate and visualize historic cyber breach data, and predict new cyber breaches can be the difference in underwriting a “good”(doesn’t blow up) risk and a “bad” risk (blows up).

Steps followed:

  • Data Collection: Performed web scraping and processed the data using Pandas librabry
  • Data Scrubbing and Transformation : Dealing with data imabalances and applying encoding techniques for training purposes
  • Training and Testing : Employed different classification Technqiues (SVM, Neural Net, Gradient Boosting) in order to cross validate the results
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    Visualizing historic cyber breach data and predicting new breaches

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