Mastering Machine Learning for Penetration Testing

Foolbox

Foolbox is a Python toolbox to benchmark the robustness of machine learning models. It is supported by many frameworks, including the following:

• TensorFlow
• PyTorch
• Theano
• Keras
• Lasagne
• MXNet

To install Foolbox, use the pip utility:

pip install foolbox

The following are some Foolbox attacks:

• Gradient-Based Attacks: By linearizing the loss around an input, x
• Gradient Sign Attack (FGSM): By computing the gradient, g(x0), once, and then seeking the minimum step size
• Iterative Gradient Attack: By maximizing the loss along small steps in the gradient direction, g(x)
• Iterative Gradient Sign Attack: By maximizing the loss along small steps ...