WorksheetsTAI part 2
Total questions: 8
Worksheet time: 4mins
What is a limitation of permutation feature importance?
Correlated features can have low importance
Hard to interpret
Requires retraining the model
It is not model agnostic
Which of the following is NOT a way to calculate feature importance in XGBoost?
Cover
Gain
Loss
Weight
The process of identifying the discrimination against the specific groups calls
Discrimination impact analysis
Disability impact analysis
Disparate impact analysis
Discrete impact analysis
Which of the following is NOT a taxonomy of the Fairness metrics?
Data VS Model
Pre-process VS In-process
Group VS Individual
WAE vs WYSIWYG
What does WAE stand for?
We’re all equivalent
We’re all explainable
We’re all expected
We’re all equal
Which of the following is a group of the bias mitigation algorithms?
In-Processing
Before-processing
After-processing
On-Processing
Which of the following is NOT an adversarial attack?
Extraction
Evasion
Poisoning
Interference
What type of adversarial attacks could be classified as Targeted/Untargeted?
Extraction
Evasion
Poisoning
Inference
