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Peoplecert DevOps Institute AIOps Foundation V1.0 Sample Questions (Q23-Q28):
NEW QUESTION # 23
What does reliability mean?
Answer: D
Explanation:
Reliability in IT operations refers to a system's ability to consistently perform its intended functions without failure. This involves maintaining a functioning state over time, ensuring that services are available and operating correctly as expected. In the context of AIOps, enhancing reliability is a key objective, achieved through proactive monitoring, predictive analytics, and automated remediation. By leveraging AIOps, organizations can detect potential issues before they impact users, thereby maintaining system reliability and improving overall service quality.
NEW QUESTION # 24
At which stage does the data pipeline deduplicate data?
Answer: D
Explanation:
In a data pipeline, deduplication occurs during the cleaning and integration stage. This process involves identifying and removing duplicate records to ensure data quality and accuracy. By eliminating redundancies, organizations can maintain a single source of truth, leading to morereliable analytics and decision-making.
The DevOps Institute's AIOps Foundation course underscores the importance of data cleaning and integration in preparing data for effective analysis and operational use.
NEW QUESTION # 25
Which Al models can mimic human narrative?
Answer: C
Explanation:
In the realm of artificial intelligence (AI), various models are designed to perform specific tasks.
Understanding these models is crucial, especially in the context of AIOps (Artificial Intelligence for IT Operations). Here's a breakdown of the options provided:
* Big Data: This term refers to the vast volumes of structured and unstructured data generated daily. Big Data itself is not an AI model but serves as a foundational element for AI and machine learning models, providing the necessary data for analysis and learning.
DevOps Institute
* Large Language Models: These are AI models trained on extensive text data to understand and generate human-like language. While they can produce coherent text, their primary function is to process and generate language based on input data. They are a subset of generative models but not the only type capable of mimicking human narratives.
* Generative Models: These AI models are designed to create new data instances that resemble a given dataset. In the context of language, generative models can produce human-like narratives, making them capable of mimicking human storytelling and conversation. Generative models encompass various architectures, including Generative Adversarial Networks (GANs) and certain types of Large Language Models.
* AIOps: This refers to the application of AI in IT operations to enhance and automate processes.
AIOps itself is not an AI model but a practice that leverages AI models, including generative models, to improve IT operations.
DevOps Institute
Therefore, the AI models that can mimic human narrative are Generative Models. These models are specifically designed to generate new, human-like content, making them suitable for tasks involving the creation of narratives.
For a more in-depth understanding of AI models and their applications in IT operations, the DevOps Institute's AIOps Foundation course provides comprehensive insights into how AI, including generative models, can be integrated into organizational frameworks to enhance IT operations.
NEW QUESTION # 26
Data that does not have a predefined structure or format and is usually in the form of text-heavy content is usually described as:
Answer: C
Explanation:
Unstructured data lacks a predefined structure or format and is often text-heavy, including documents, emails, social media posts, and multimedia content. Unlike structured data, which resides in fixed fields within databases, unstructured data does not fit neatly into relational databases. The DevOps Institute's AIOps Foundation course highlights the challenges and importance of processing unstructured data in IT operations, as it contains valuable insights that can enhance decision-making and operational efficiency.
NEW QUESTION # 27
How should the initial AlOps scope be defined?
Answer: D
Explanation:
Defining an initial AIOps scope that is small yet meaningful allows organizations to pilot the implementation, gather valuable data, and assess its effectiveness. This approach facilitates:
* Validation: Assessing the success of the AIOps deployment in a controlled environment.
* Iterative Improvement: Making informed adjustments before broader implementation.
* Resource Management: Efficient allocation of resources and minimizing potential risks.
Starting with a focused scope enables organizations to build confidence and expertise, paving the way for successful, scaled AIOps adoption.
AIOps aims to improve incident-related metrics by:
* Decreasing Mean Time to Acknowledge (MTTA): Faster detection and acknowledgment of issues.
* Decreasing Mean Time to Resolve (MTTR): Quicker resolution through automation and actionable insights.
* Increasing Mean Time Between Failures (MTBF): Enhanced system reliability and reduced frequency of failures.
These improvements lead to more reliable IT operations, as highlighted in the DevOps Institute's AIOps Foundation course.
NEW QUESTION # 28
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