Intel MLOps Professional Practice Questions - Intel Certified Developer - MLOps Professional Exam

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A core MLOps principle is reproducibility. Which practice most directly guarantees that a model training run can be reproduced exactly later?

Using the largest available batch size on the GPU Increasing the number of training epochs Storing only the final accuracy metric in a spreadsheet Pinning random seeds, data version, code commit, and environment dependencies

Correct Answer:

Pinning random seeds, data version, code commit, and environment dependencies

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