
ML708-Explainability-2
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Education
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University
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Practice Problem
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Hanoona rasheed
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7 questions
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1.
MULTIPLE CHOICE QUESTION
30 sec • 1 pt
Which of the following are the ingredients for an interpretability method?
Model
Data
Humans
Task
All of these
2.
MULTIPLE CHOICE QUESTION
30 sec • 1 pt
Concept activation vector is a local interpretability method that quantifies the importance of a concept towards a trained deep neural network.
True
False
3.
MULTIPLE CHOICE QUESTION
30 sec • 1 pt
One can validate the CAVs using
By sorting the dataset using cosine similarity
Calculating TCAV on complete dataset
By comparing with Saliency Maps
4.
MULTIPLE CHOICE QUESTION
30 sec • 1 pt
Concept Activation Vectors (CAVs) do not require positive/negative dataset
True
False
5.
MULTIPLE CHOICE QUESTION
30 sec • 1 pt
Unintended entanglement of concepts can be solved using
Concept Activation Vector (TAV)
Using concepts from CLIP latent space
Using small number of carefully chosen concept-annotated images
6.
MULTIPLE CHOICE QUESTION
30 sec • 1 pt
Advantage of projection and Inverse Projection in Clip-based CounTEX
Can be learned on small dataset with annotations
Can be learned on any other dataset with annotations
Can be learned on any other dataset without annotations
7.
MULTIPLE CHOICE QUESTION
30 sec • 1 pt
correct prediction
incorrect prediction
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