NVIDIA-Certified Associate: 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 Manipulation and Preparation（データ操作と前処理）（出題比率 24%）
• Machine Learning With RAPIDS（RAPIDS による機械学習）（出題比率 16%）
• Data Science Pipelines and Workflow Automation（自動化）（出題比率 13%）
• Descriptive Analysis and Visualization（記述統計と可視化）（出題比率 13%）
• Foundations of Accelerated Data Science（GPU 活用の基礎）（出題比率 11%）
• Introductory MLOps Practices（MLOps の基礎）（出題比率 9%）
• Advance Data Structures（時系列とグラフ）（出題比率 7%）
• Software and Environment Management（環境と依存の管理）（出題比率 7%）

フリー問題

1. Which quantity must be fixed before the training and evaluation subsets are sepa…
2. A feature must express how much each transaction deviates from the customer's ow…
3. A dataframe has a category column and a numeric amount column. Which pair of ope…
4. An analyst has a 40 GB directory of Parquet files but needs only four of its six…
5. A categorical feature is encoded for a model that will run for two years. Which …
6. A confusion matrix for a fraud detector shows 40 true positives, 15 false positi…
7. Which pair of settings moves XGBoost training onto the GPU in the current API?
8. A practitioner replaces a scikit-learn linear regression with the cuML equivalen…
9. What does the phrase describing a data flywheel in the study guide refer to in a…
10. A pipeline stage recomputes the same expensive intermediate result three times b…
11. A pipeline imputes missing numeric entries with the column mean. Where must that…
12. A dashboard for an operations team is being designed. Which principle decides wh…
13. An interactive exploration of 300 million geolocated points needs to stay respon…
14. A yearly report of sensor data must convey both the long-run direction and the w…
15. A team reports that adding a second device did not speed up their pipeline at al…
16. Which property of a workload makes it a good match for accelerated execution?
17. A team must choose between two accelerator configurations for a workload that ru…
18. A serving system must be repointed from one model version to another without cha…
19. A sensor table has a column of timestamps stored as strings. What must happen be…
20. Creating an environment fails with an unsatisfiable-dependencies error stating t…