Quiz on Miscellaneous Methods
Quiz yourself on the concepts learned in this chapter.
We'll cover the following...
We'll cover the following...
Technical Quiz
1.
Which explanation is computed by these lines of code?
saliency = torch.zeros((1,1, MASK_SIZE, MASK_SIZE))
mask_sum = torch.zeros((1,1, MASK_SIZE, MASK_SIZE))
for i in range(NUM_MASKS):
logits = model(mask*image.unsqueeze(0))
prob = logits.detach().softmax(-1)[0, prediction]
saliency[0,0] += mask[0, 0]*prob
mask_sum[0,0] += mask[0,0]
saliency = saliency/mask_sum
A.
Counterfactual explanation
B.
Prototypical explanation
C.
Concept explanation
D.
Perturbation-based explanation
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