Home / AWS Certified AI Practitioner (AIF-C01) / 3 Practice / AWS-AIF-425
Ground truth arrives weeks after predictions.
Detect issues before labels arrive.
Choose two practices.
Hint 1: Focus on the requirement Separate provisional monitoring from confirmed outcomes, and measure label arrival, missingness, and later error rates.
Hint 2: Key terms Review delayed labels.
Delayed labelA target value that becomes available only after the prediction is made.
Leading indicatorAn earlier signal that may reveal change before outcome labels arrive.
Confirmed metricA measure recalculated after the relevant outcome or label is known.
Label completenessThe proportion of expected records that have usable outcome labels. × Incorrect Separate confirmed metrics after labels arrive from leading signals, and monitor label delay, missingness, and confirmation rules.
Detailed explanation A Incorrect Assume performance is normal while labels are missing
It is simply unmeasured.
B Correct Monitor label delay, missingness, and confirmation rules and separate provisional metrics
Uncertainty is explicit.
C Incorrect Feed provisional predictions back as confirmed labels immediately
Errors can amplify.
D Correct Recompute accuracy and errors when labels arrive and correlate them with drift signals
Later performance is confirmed.
Check official documentation Compare the following points with the official documentation.
AWS公式AIF-C01 Domain 3.3のモデル監視、ラベル遅延、ドリフトを確認する。
Official references Official documentation 1 Official documentation 2 What to confirm ラベルが遅れる環境で、暫定監視と確定評価を区別できる。
Key points Delayed label Leading signal Confirmed metric Notes Environment: AWS公式AIF-C01試験ガイドとAWS公式ドキュメントの確認 Compare the definition with the AIF-C01 objective and the service documentation before applying it. Keep the concept separate from a particular answer choice or implementation step. Foundation review Delayed label A target value that becomes available only after the prediction is made.
Leading indicator An earlier signal that may reveal change before outcome labels arrive.
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