ML development risks · Question 45 of 60
Which mappings of risk and mitigation in ML development are correct?
3 answers are correct. Hard
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Answer
- A Poor framework documentation: framework documentation review
- B Sub-optimal algorithm selection: algorithm suitability review and A/B testing
- E Sub-optimal hyperparameter selection: ML functional performance testing and A/B testing
Explanation
ML functional performance testing and A/B testing help against sub-optimal hyperparameter selection, a suitability review and A/B testing against sub-optimal algorithm selection, and a documentation review against poor documentation. Security vulnerabilities require security testing, and whether a new model is an improvement is checked by shadow testing.