Identify AI concepts and capabilities
Domain 1 of AI-901 accounts for 40-45% of the exam. EarnYourCert has 173 original questions for this domain, all with explanations: 105 multiple choice, 26 yes/no and 42 completion or ordering items, like the real exam.
Domain 1 sample questions
8 questions from our 173-question bank for this domain. Try to answer before revealing the solution.
1. A company removes personally identifiable information from training data and restricts access to the dataset. Which principle does this address?
- Fairness
- Transparency
- Privacy and security
- Accountability
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Correct answer: C. Protecting personal data is a privacy matter.
2. Which principle states that people and organizations that design and deploy AI must be answerable for how it operates?
- Accountability
- Fairness
- Inclusiveness
- Transparency
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Correct answer: A. Accountability assigns ownership and oversight.
3. Why should AI solutions be monitored after deployment?
- Monitoring makes models smaller
- Monitoring removes the need for testing
- Performance and behavior can change over time
- Monitoring guarantees fairness
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Correct answer: C. Ongoing monitoring supports reliability and safety.
4. Which content safety layer adds rules to the system message, such as 'only answer using the provided sources'?
- Metaprompt and grounding layer
- Network security layer of the subscription
- Model layer
- User experience layer
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Correct answer: A. The mitigation layers are model, safety system, metaprompt and grounding, and user experience; system message rules belong to the metaprompt layer.
5. What limits how many tokens per minute a deployment can process?
- Quota and rate limits
- The temperature
- The model name
- The system message
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Correct answer: A. Quota controls throughput per deployment.
6. Which text analysis capability identifies the language of a piece of text?
- Sentiment analysis
- Language detection
- Summarization
- Image tagging
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Correct answer: B. Language detection returns the language of the text.
7. Which AI workload converts spoken audio into written text?
- Speech synthesis (text-to-speech)
- Image classification
- Speech recognition (speech-to-text)
- Entity detection on the audio stream
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Correct answer: C. Speech recognition transcribes audio.
8. Detecting an unusual spike in server CPU usage is an example of which AI workload?
- Translation
- Speech synthesis
- Anomaly detection
- Image generation
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Correct answer: C. Anomaly detection finds unusual patterns.