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Exam AWS Certified Machine Learning Engineer - Associate MLA-C01 All Questions

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Exam AWS Certified Machine Learning Engineer - Associate MLA-C01 topic 1 question 77 discussion

An ML engineer normalized training data by using min-max normalization in AWS Glue DataBrew. The ML engineer must normalize the production inference data in the same way as the training data before passing the production inference data to the model for predictions.
Which solution will meet this requirement?

  • A. Apply statistics from a well-known dataset to normalize the production samples.
  • B. Keep the min-max normalization statistics from the training set. Use these values to normalize the production samples.
  • C. Calculate a new set of min-max normalization statistics from a batch of production samples. Use these values to normalize all the production samples.
  • D. Calculate a new set of min-max normalization statistics from each production sample. Use these values to normalize all the production samples.
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Suggested Answer: B 🗳️

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Saransundar
3 months ago
Selected Answer: B
Models are sensitive to data distribution. Consistency needed for accurate predictions and hence Option-B keeping the same min-max normalization statistics will help; Option C & D affect model performance; Option-A introduces inconsistency
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GiorgioGss
3 months ago
Selected Answer: B
To ensure reliable and accurate model predictions, it's essential to use the same min-max normalization statistics from the training data.
upvoted 1 times
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