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Quiz 2025 Peoplecert First-grade AIOps-Foundation: Valid DevOps Institute AIOps Foundation V1.0 Exam Pattern
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Peoplecert DevOps Institute AIOps Foundation V1.0 Sample Questions (Q20-Q25):
NEW QUESTION # 20
The various key areas in a system work together in the following loop:
- A. Observe, engage, act
- B. Audit, document and restore
- C. Automate, iterate and fail fast
- D. Observe, automate, act
Answer: A
Explanation:
In the context of AIOps, the system operates through a continuous loop comprising three key stages:
* Observe: This initial phase involves monitoring and collecting data from various IT environments. By gathering metrics, logs, and events, the system gains visibility into its operations, enabling the detection of anomalies or performance issues.
* Engage: Once data is collected, this stage focuses on analyzing and correlating the information to identify patterns or issues. Engagement involves applying machine learning algorithms and analytics to interpret the observed data, facilitating informed decision-making.
* Act: Based on the insights derived from the engagement phase, the system takes appropriate actions to resolve identified issues or optimize performance. This may include automated responses such as scaling resources, restarting services, or alerting IT personnel for further investigation.
This cyclical process ensures that IT operations are continuously monitored, analyzed, and improved, aligning with the principles outlined in the DevOps Institute's AIOps Foundation.
NEW QUESTION # 21
A system that, given consistent input, may produce different outputs is called:
- A. Deterministic
- B. Algorithmic
- C. Probabilistic
- D. Random
Answer: C
Explanation:
Aprobabilisticsystem is one that may produce different outputs even with consistent input, due to inherent randomness or probabilistic decision-making mechanisms.
This behavior contrasts with deterministic systems, which always produce the same output for the same input.
Probabilistic systems are common in AI/ML models, where outcomes are based on statistical probabilities and training data.
NEW QUESTION # 22
Which of the 5Vs is concerned with data quality, missing data or false positive alerts?
- A. Veracity
- B. Velocity
- C. Value
- D. Volume
Answer: A
Explanation:
Veracity refers to the quality and trustworthiness of data, addressing issues such as data accuracy, consistency, and the presence of noise or false positives. In the context of AIOps, ensuring high data veracity is essential for effective machine learning and analytics, as poor-quality data can lead to incorrect insights and suboptimal decision-making.
The AIOps Foundation course highlights the significance of data veracity in building reliable AI-driven IT operations.
NEW QUESTION # 23
Discovering unexpected changes in system behavior or performance is satisfied by this use case:
- A. Alert noise reduction
- B. Anomaly detection
- C. Root cause analysis
- D. Event correlation
Answer: B
Explanation:
Anomaly detectionrefers to identifying unexpected changes or deviations in system behavior or performance.
This use case is essential for proactively detecting issues that may not have predefined patterns or signatures, enabling faster incident resolution.
The DevOps Institute's AIOps Foundation materials describe anomaly detection as a key feature of AIOps platforms to enhance monitoring capabilities.
NEW QUESTION # 24
What is a key difference between ITOA and AlOps?
- A. Can improve system resiliency
- B. Change from reactive to proactive
- C. Related to IT Operations
- D. Need for Big Data as source of information
Answer: B
Explanation:
IT Operations Analytics (ITOA)focuses on gathering and analyzing data from IT systems to provide insights into operations. However, it is largely reactive in nature, dealing with problems after they have occurred.
AIOpsmoves beyond ITOA by employing AI and machine learning techniques to proactively identify potential issues, anomalies, and trends before they become critical, enabling a predictive and preventive approach.
The key differentiator is the shift"from reactive to proactive", which allows IT teams to address problems more effectively and reduce downtime.
DevOps Institute materials emphasize this transformation as foundational to AIOps adoption.
NEW QUESTION # 25
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