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1. Which ONE of the following tests is MOST likely to describe a useful test to help detect different kinds of biases in ML pipeline?
SELECT ONE OPTION
A) Check the input test data for potential sample bias.
B) Testing the distribution shift in the training data for inappropriate bias.
C) Testing the data pipeline for any sources for algorithmic bias.
D) Test the model during model evaluation for data bias.
2. Max. Score: 2
Al-enabled medical devices are used nowadays for automating certain parts of the medical diagnostic processes. Since these are life-critical process the relevant authorities are considenng bringing about suitable certifications for these Al enabled medical devices. This certification may involve several facets of Al testing (I - V).
I.Autonomy
II.Maintainability
III.Safety
IV.Transparency
V.Side Effects
Which ONE of the following options contains the three MOST required aspects to be satisfied for the above scenario of certification of Al enabled medical devices?
SELECT ONE OPTION
A) Aspects III, IV, and V
B) Aspects I, II, and III
C) Aspects I, IV, and V
D) Aspects II, III and IV
3. Which ONE of the following combinations of Training, Validation, Testing data is used during the process of learning/creating the model?
SELECT ONE OPTION
A) Training data - validation data - test data
B) Training data - validation data
C) Training data * test data
D) Validation data - test data
4. Which ONE of the following models BEST describes a way to model defect prediction by looking at the history of bugs in modules by using code quality metrics of modules of historical versions as input?
SELECT ONE OPTION
A) Search of similar code based on natural language processing.
B) Using a classification model to predict the presence of a defect by using code quality metrics as the input data.
C) Clustering of similar code modules to predict based on similarity.
D) Identifying the relationship between developers and the modules developed by them.
Solutions:
| Question # 1 Answer: D | Question # 2 Answer: A | Question # 3 Answer: A | Question # 4 Answer: B |
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