Which ONE of the following activities is MOST relevant when addressing the scenario where you have more than the required amount of data available for the training?

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A system was developed for screening the X-rays of patients for potential malignancy detection (skin cancer). A workflow system has been developed to screen multiple cancers by using several individually trained ML models chained together in the workflow.

Testing the pipeline could involve multiple kind of tests (I - III):

I.Pairwise testing of combinations

II.Testing each individual model for accuracy

III.A/B testing of different sequences of models

Which ONE of the following options contains the kinds of tests that would be MOST APPROPRIATE to include in the strategy for optimal detection?

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Which ONE of the following options describes a scenario of A/B testing the LEAST?

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In a conference on artificial intelligence (Al), a speaker made the statement, "The current implementation of Al using models which do NOT change by themselves is NOT true Al*. Based on your understanding of Al, is this above statement CORRECT or INCORRECT and why?

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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?

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ln the near future, technology will have evolved, and Al will be able to learn multiple tasks by itself without needing to be retrained, allowing it to operate even in new environments. The cognitive abilities of Al are similar to a child of 1-2 years.’

In the above quote, which ONE of the following options is the correct name of this type of Al?

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Which ONE of the following options does NOT describe a challenge for acquiring test data in ML systems?

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Which ONE of the following describes a situation of back-to-back testing the LEAST?

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Which ONE of the following options does NOT describe an Al technology related characteristic which differentiates Al test environments from other test environments?

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Which ONE of the following types of coverage SHOULD be used if test cases need to cause each neuron to achieve both positive and negative activation values?

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Which ONE of the following approaches to labelling requires the least time and effort?

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A ML engineer is trying to determine the correctness of the new open-source implementation *X", of a supervised regression algorithm implementation. R-Square is one of the functional performance metrics used to determine the quality of the model.

Which ONE of the following would be an APPROPRIATE strategy to achieve this goal?

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