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Amazon Web Services AWS Certified Machine Learning Engineer - Associate MLA-C01 Question # 35 Topic 4 Discussion

Amazon Web Services AWS Certified Machine Learning Engineer - Associate MLA-C01 Question # 35 Topic 4 Discussion

MLA-C01 Exam Topic 4 Question 35 Discussion:
Question #: 35
Topic #: 4

A company has an existing Amazon SageMaker AI model (v1) on a production endpoint. The company develops a new model version (v2) and needs to test v2 in production before substituting v2 for v1.

The company needs to minimize the risk of v2 generating incorrect output in production and must prevent any disruption of production traffic during the change.

Which solution will meet these requirements?


A.

Create a second production variant for v2. Assign 1% of the traffic to v2 and 99% to v1. Collect all output of v2 in Amazon S3. If v2 performs as expected, switch all traffic to v2.


B.

Create a second production variant for v2. Assign 10% of the traffic to v2 and 90% to v1. Collect all output of v2 in Amazon S3. If v2 performs as expected, switch all traffic to v2.


C.

Deploy v2 to a new endpoint. Turn on data capture for the production endpoint. Send 100% of the input data to v2.


D.

Deploy v2 into a shadow variant that samples 100% of the inference requests. Collect all output in Amazon S3. If v2 performs as expected, promote v2 to production.


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