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2023-3 EWHA Machine Learing Project

🐸 Project Info

image

Website fingerprinting on anonymous network(Tor)

  • Fingerprinting websites based on the network traffic pattern analysis
  • Analysis High Complex Digital Fingerprints using Machine Learning & Deep Learning

πŸ› Repository structure

β”œβ”€β”€ README.md
β”œβ”€β”€ closed_world
β”‚Β Β  └── closed_world.ipynb
β”œβ”€β”€ open_world
β”‚Β Β  β”œβ”€β”€ binary_class.ipynb
β”‚Β Β  └── milti_class.ipynb
β”œβ”€β”€ testing_history
β”‚Β Β  β”œβ”€β”€ k-NN.ipynb
β”‚Β Β  β”œβ”€β”€ randomforest.ipynb
β”‚Β Β  └── svm_naive_bayes.ipynb
β”œβ”€β”€ mon_standard.pkl
└── unmon_standard10.pkl

πŸš€ How to run this code

  • Please clone the current repository.
git clone https://github.com/HyeJung-Hwang/machine-learning-project.git
  • Enter the folder of the cloned repository.
cd machine-learning-project
  • Please execute the ipynb files in the closed_world folder and the ipynb files in the open_world folder.

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