NVIDIA-Certified Associate Accelerated Data Science Questions and Answers
200 questions organized by topic with detailed explanations
NVIDIA
NCA-ADS
200 questions
8 topics
Updated May 2026Data Manipulation and Preparation
46 questions13 easy21 medium12 hard~23% of exam
In an experiment tracking review, the team must choose the best documented interpretation. Which choice best applies the...In a RAPIDS project review, an architect is mapping a need to the right NVIDIA-backed concept. Which choice best applies...In a production handoff meeting, an architect is mapping a need to the right NVIDIA-backed concept. Which choice best ap...
Machine Learning With RAPIDS
32 questions8 easy16 medium8 hard~16% of exam
In a data engineering design review, the discussion is comparing several plausible options. Which choice best applies th...In a notebook-based analysis walkthrough, a new practitioner needs the most direct documented statement. Which statement...In a reproducibility workshop, the team must choose the best documented interpretation. Which choice best applies the do...
Data Science Pipelines and Workflow Automation
26 questions6 easy14 medium6 hard~13% of exam
In a notebook-based analysis walkthrough, the team must make the most defensible recommendation. Which recommendation be...In a data engineering design review, an architect is mapping a need to the right NVIDIA-backed concept. Which choice bes...In a notebook-based analysis walkthrough, the team must choose the best documented interpretation. Which choice best app...
Descriptive Analysis and Visualization
26 questions6 easy14 medium6 hard~13% of exam
In a data engineering design review, the team is reviewing core exam foundations. Which statement best matches eda scope...In a reproducibility workshop, the discussion is comparing several plausible options. Which choice best applies the docu...In a training pipeline planning meeting, the team must choose the best documented interpretation. Which choice best appl...
Foundations of Accelerated Data Science
24 questions6 easy13 medium5 hard~12% of exam
In a reproducibility workshop, an architect is mapping a need to the right NVIDIA-backed concept. Which choice best appl...In an accelerated data science study session, the team must choose the best documented interpretation. Which choice best...In a training pipeline planning meeting, the team is reviewing core exam foundations. Which statement best matches numpy...
Introductory MLOps Practices
20 questions6 easy10 medium4 hard~10% of exam
In a training pipeline planning meeting, a practitioner needs the best next step for the situation. Which recommendation...In an accelerated data science study session, the team must choose the best documented interpretation. Which choice best...In a data engineering design review, a learner wants the clearest correct definition. Which statement best matches pipel...
Advanced Data Structures
14 questions4 easy6 medium4 hard~7% of exam
In a data engineering design review, several answers sound plausible and only one fits the official guidance. Which reco...In an accelerated data science study session, the discussion is comparing several plausible options. Which choice best a...In a notebook-based analysis walkthrough, an architect is mapping a need to the right NVIDIA-backed concept. Which choic...
Software and Environment Management
12 questions3 easy6 medium3 hard~6% of exam
In a RAPIDS project review, the team must choose the best documented interpretation. Which choice best applies the docum...In a GPU platform readiness check, the team must make the most defensible recommendation. Which recommendation best addr...In a notebook-based analysis walkthrough, a learner wants the clearest correct definition. Which statement best matches ...
All Questions
| # | Question | Topic | Difficulty |
|---|---|---|---|
| 1 | In a data engineering design review, several answers sound plausible and only one fits the official ... | Advanced Data Structures | hard |
| 2 | In an accelerated data science study session, the discussion is comparing several plausible options.... | Advanced Data Structures | medium |
| 3 | In a RAPIDS project review, the team must choose the best documented interpretation. Which choice be... | Software and Environment Management | medium |
| 4 | In a notebook-based analysis walkthrough, the team must make the most defensible recommendation. Whi... | Data Science Pipelines and Workflow Automation | hard |
| 5 | In a data engineering design review, the team is reviewing core exam foundations. Which statement be... | Descriptive Analysis and Visualization | easy |
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