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A beginner friendly repository for getting started with adversarial machine learning in PyTorch

Adversarial Machine Learning 101

A beginner friendly repository for getting started with adversarial machine learning in PyTorch with techniques including:

  • Training and anlysisi of the parametric and non-parametric ML models on MNIST dataset
  • Fast Gradient Sign Method (FGSM - Evasion Attack)
  • Iterative Fast Gradient Sign Method (I-FGSM - Evasion Attack)
  • Adversarial Training (Evasion Defense)
  • Malware analysis and vectorization of system calls with potential malware