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NEW QUESTION # 17
The various key areas in a system work together in the following loop:
Answer: D
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 # 18
Which pattern requires Bib Data?
Answer: B
Explanation:
Both AIOps (Artificial Intelligence for IT Operations) and ITOA (IT Operations Analytics) require the utilization of big data to function effectively.
AIOps and Big DataAIOps combines big data and machine learning to automate IT operations processes, including event correlation, anomaly detection, and causality determination. By analyzing large volumes of data from various IT operations sources, AIOps provides real-time insights and alerts, enabling IT teams to identify and address issues proactively.
IT Operations Analytics (ITOA) and Big DataITOA involves gathering, processing, analyzing, and interpreting data from various IT operations sources to guide decisions and predict potential issues. It applies big data analytics to large datasets to produce business insights, enhancing the ability to manage complex IT environments.
ConclusionBoth AIOps and ITOA leverage big data to enhance IT operations by providing deeper insights and enabling proactive management of IT systems. Therefore, the correct answer is C. Both a and b.
NEW QUESTION # 19
How did systems architecture transform?
Answer: C
Explanation:
System architecture has evolved significantly, transitioning from monolithic structures to microservices.
* Monolithic Architecture: In this traditional model, applications are built as a single, unified unit. While simpler to develop initially, monoliths can become cumbersome to manage, scale, and update as they grow in complexity.
* Microservices Architecture: This modern approach decomposes applications into smaller, independent services that communicate through APIs. Each microservice handles a specific function, allowing for greater flexibility, scalability, and ease of deployment.
NEW QUESTION # 20
Which of the following describes MLOps?
Answer: C
Explanation:
MLOps, or Machine Learning Operations, applies DevOps principles such as Continuous Integration and Continuous Deployment (CI/CD) to the development and deployment of machine learning models. This approach emphasizes automation, testing, and streamlined workflows to accelerate the machine learning lifecycle, ensuring models are reliable, reproducible, and maintainable in production environments.
The AIOps Foundation course discusses the relationship between AIOps and MLOps, highlighting how integrating these practices can enhance IT operations.
NEW QUESTION # 21
Discovering unexpected changes in system behavior or performance is satisfied by this use case:
Answer: A
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 # 22
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