NVIDIA-Certified Professional: Accelerated Data Science 試験対策問題集

模擬試験モードの設定

上記は本サイトの模擬試験モードの設定値です。実際の試験の出題数・制限時間・合格基準は、各認定プログラムの公式サイトでご確認ください。

出題分野

• Data analysis（データ分析）（出題比率 14%）
• Data manipulation and software literacy（データ操作）（出題比率 19%）
• Data preparation（データ準備）（出題比率 17%）
• GPU and cloud computing（GPU とクラウド）（出題比率 17%）
• Machine learning（機械学習）（出題比率 15%）
• MLOps（本番運用と性能測定）（出題比率 18%）

フリー問題

1. A team receives a new 900 million row event table with 40 columns and no documen…
2. A revenue column has a mean of 180 and a median of 42. Which single summary shou…
3. An analyst runs the same aggregation on 3 million rows with a processor-only lib…
4. For a 400 MB table on a laptop with one device, which library choice is defensib…
5. A team is choosing the partition size for a distributed job on devices with 48 G…
6. A classic extract-transform-load workload keeps exceeding device memory inside i…
7. A nightly job reads 2 TB of raw event files, filters to one region, joins a smal…
8. A column of counts has 6 percent absent entries and the downstream model is a gr…
9. A 4 billion row table has a numeric column whose values are integers from 0 to 2…
10. Cleaned output will be queried almost always by a date range and occasionally by…
11. A nightly job outgrows the single on-premises machine. The team is considering m…
12. Which characteristic of a workload predicts that moving it to accelerated hardwa…
13. A project must be reproducible on another engineer's machine. Which artifact is …
14. A classifier reaches 0.94 area under the curve but takes 40 milliseconds per req…
15. A labeled table has 40 000 rows and a binary target that is positive in 1.8 perc…
16. A feature is built as the mean of the target for each category. Which constructi…
17. A directory of Parquet files totals 30 GB on disk. The team must decide whether …
18. Which check belongs in the automated pipeline that runs on every change to the t…
19. A service must keep the 95th percentile latency under 20 milliseconds and also r…
20. A model artifact is stored so that a serving system can load it. Which storage p…