peoplecert aiops foundation practice test

Exam Title: DevOps Institute AIOps Foundation V1.0

Last update: Nov 27 ,2025
Question 1

Data that does not have a predefined structure or format and is usually in the form of text-heavy
content is usually described as:

  • A. Structured data
  • B. Unstructured data
  • C. Semi-structured data
  • D. Time-series data
Answer:

B

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Question 2

At which stage does the data pipeline deduplicate data?

  • A. Extraction/collection
  • B. Enrichment/filtering
  • C. Cleaning/integration
  • D. Storage
Answer:

C

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Question 3

Which of the MELT data types is specific to a microservices based system?

  • A. Metrics
  • B. Events
  • C. Logs
  • D. Traces
Answer:

D

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Question 4

Which definition BEST describes Big Data?

  • A. Data sets of structured data that have grown over time
  • B. Data sets that are so large they can only be interrogated using Al
  • C. Data sets that live in data warehouses or lakes
  • D. Data sets that are "too large" or diverse causing traditional data processing techniques to be ineffective
Answer:

D

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Question 5

Which of these data comes from monitoring rather than application or infrastructure telemetry?

  • A. Metrics
  • B. Logs
  • C. Alerts
  • D. Traces
Answer:

A

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Question 6

Which of the 5Vs is concerned with data quality, missing data or false positive alerts?

  • A. Volume
  • B. Velocity
  • C. Value
  • D. Veracity
Answer:

D

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Question 7

Which of the following describes MLOps?

  • A. Applying artificial intelligence to IT Operations
  • B. Implementing CI/CD. testing and accelerated development lifecycle to the machine learning model development
  • C. Software that thinks like a human through analysis and reasoning to perform complex tasks
  • D. A set of capabilities that primarily focuses on the governance and the full life cycle management of all Al and decision models
Answer:

B

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Question 8

Which of the following is a characteristic of Machine Learning?

  • A. Requires explicit programming to learn
  • B. A superset of Al
  • C. Uses small amounts of historical data to generate accurate inferences or prediction
  • D. Gradually improves accuracy through iterative optimization
Answer:

D

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Question 9

Which algorithm Type is helpful in categorizing data in a supervised learning model?

  • A. Regression
  • B. Classification
  • C. Clustering
  • D. Association
Answer:

B

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Question 10

What is a big advantage of AlOps over ITOA?

  • A. It works with large datasets
  • B. It can understand the past
  • C. It can predict the future
  • D. It helps operations be reactive
Answer:

C

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