Home / AWS Certified AI Practitioner (AIF-C01) / 2 Practice / AWS-AIF-337
Generate fixed classifications and creative drafts.
The reproducibility requirements differ.
Choose two settings.
Hint 1: Focus on the requirement Match sampling settings to the need for repeatability or diversity, and compare the resulting quality and safety on fixed cases.
Hint 2: Key terms Review temperature and deterministic generation.
TemperatureA generation parameter that changes the spread of probabilities used to select tokens.
DeterminismThe tendency for the same input and settings to produce the same output.
Random seedA value used to make pseudo-random generation repeatable.
Sampling diversityThe variety of outputs produced by choosing among multiple probable tokens. × Incorrect Use low randomness and reproducibility controls for fixed tasks, and evaluate quality and safety when increasing diversity for creative tasks.
Detailed explanation A Correct Evaluate low randomness and fixed-seed controls for deterministic tasks
Output variation can be reduced.
B Incorrect Different random settings always produce identical output
Generation can vary.
C Incorrect Higher temperature always improves factuality
Diversity and accuracy are different.
D Correct Evaluate quality and safety when increasing temperature or candidate range
Diversity is balanced with risk.
Check official documentation Compare the following points with the official documentation.
AWS公式AIF-C01 Domain 2.1の生成パラメータ、ランダム性、モデル評価を確認する。
Official references Official documentation 1 Official documentation 2 What to confirm 定型処理と創作処理で生成の揺らぎを要件に合わせて調整できる。
Key points Temperature Diversity Reproducibility 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 Temperature A generation parameter that changes the spread of probabilities used to select tokens.
Determinism The tendency for the same input and settings to produce the same output.
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