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CertNexus AIP-210 Exam - Topic 5 Question 54 Discussion

Posted by Kelvin on Apr 03, 2026 at 04:04 AM

Which two of the following criteria are essential for machine learning models to achieve before deployment? (Select two.)

Suggested Answer: C, E

Scalability and explainability are two criteria that are essential for ML models to achieve before deployment. Scalability is the ability of an ML model to handle increasing amounts of data or requests without compromising its performance or quality. Scalability can help ensure that the model can meet the demand and expectations of users or customers, as well as adapt to changing conditions or environments. Explainability is the ability of an ML model to provide clear and intuitive explanations for its predictions or decisions. Explainability can help increase trust and confidence among users or stakeholders, as well as enable accountability and responsibility for the model's actions and outcomes.


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12 comments · newest first
BA
Barrett 3 months ago
I lean towards B and D. Data size is vital for accuracy, and portability helps in different environments.
SI
Simona 3 months ago
I agree! Without explainability, users won't understand the model. Scalability is a must too.
JO
Johana 3 months ago
I think C and E are crucial. Explainability helps trust, and scalability is key for growth.
KE
Kenny 4 months ago
Portability? Nah, not really a priority for deployment.
AL
Alton 4 months ago
Wait, complexity isn't essential? That seems off.
IL
Iluminada 4 months ago
Totally agree with explainability!
JO
Josefa 6 months ago
I think data size is super important too.
RO
Rosalind 6 months ago
Explainability and scalability are key!
FL
Flo 6 months ago
I practiced a similar question where explainability was emphasized, so I’m leaning towards that and scalability for this one.
CY
Cyril 7 months ago
I feel like portability might not be as essential as the others, but I can't recall if we covered that in depth.
CA
Caren 7 months ago
I think scalability is definitely one of the key criteria, but I’m torn between explainability and complexity for the second option.
JE
Jesus 7 months ago
I remember we discussed the importance of explainability in class, but I'm not sure if data size is as critical as scalability.
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