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Peoplecert AIOps-Foundation Exam Syllabus Topics:

Topic	Details
Topic 1	Core Technologies: Machine Learning (ML): This section of the exam measures the skills of machine learning practitioners and covers the role of AI and machine learning in AIOps. It includes discussions on supervised versus unsupervised learning, differences between ML and analytics, and training models for practical applications. A vital skill evaluated is understanding how to apply machine learning techniques to enhance operational efficiency.
Topic 2	Core Technologies: Big Data: This section of the exam measures the skills of data engineers and covers an introduction to Big Data, including its definition, characteristics, and the Five V's (Volume, Velocity, Variety, Veracity, and Value). It also addresses various data sources and types relevant to AIOps. A key skill assessed is identifying different types of data utilized in AIOps environments.
Topic 3	AIOps Fundamentals: This section of the exam measures the skills of IT operations professionals and covers the evolution of AIOps, differentiating it from IT Operations Analytics. It also explores the current stages of an AIOps system and its significance in modern IT environments. A key skill assessed is understanding the foundational concepts that drive AIOps adoption.
Topic 4	AIOps Use Cases and Organisational Mindset: This section of the exam measures the skills of the target audience and covers the challenges and opportunities associated with applying AIOps within organizations. It focuses on fostering an organizational mindset that embraces innovation through AIOps.
Topic 5	AIOps in the Organisation: This section of the exam measures the skills of organizational leaders and covers how AIOps can be integrated into existing frameworks. It discusses the impact of AIOps on DevOps practices, site reliability, security measures, and managing system complexity. A critical skill evaluated is recognizing the organizational changes required for successful AIOps implementation.
Topic 6	Implementing AIOps: This section of the exam measures the skills of project managers and covers challenges, trends, and ethical considerations organizations may face when deploying an AIOps initiative. It emphasizes strategic planning for successful implementation while addressing potential risks.

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Peoplecert DevOps Institute AIOps Foundation V1.0 Sample Questions (Q22-Q27):

NEW QUESTION # 22
Which pattern requires Bib Data?

A. ITOA
B. AlOps
C. None of the above
D. Both a and b

Answer: D

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 # 23
Which are core technologies used by an AlOps system?

A. Machine Learning
B. Big Data
C. All of the above
D. Automation

Answer: C

Explanation:
AIOps systems rely on a combination of technologies to achieve their goals:
* Big Data: Collects and processes vast amounts of operational data from diverse sources to ensure comprehensive analysis.
* Machine Learning (ML): Identifies patterns, anomalies, and trends within the data, enabling predictive capabilities.
* Automation: Ensures rapid and reliable responses to identified issues, enhancing efficiency and minimizing manual intervention.
The interplay of these technologies creates a cohesive system capable of dynamic, scalable, and intelligent IT operations.
As per DevOps Institute, the integration of these technologies underpins the core functionality and effectiveness of AIOps solutions.

NEW QUESTION # 24
At which stage does the data pipeline deduplicate data?

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

Answer: A

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
How should the initial AlOps scope be defined?

A. All of the above
B. All inclusive of organizational wide long term objectives
C. Small but meaningful scope that will provide data points to validate success
D. AlOps implementation is iterative and should not have a defined scope

Answer: C

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 # 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:

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

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
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