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Updated EMC D-GAI-F-01 Exam Questions And Answer
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EMC Dell GenAI Foundations Achievement Sample Questions (Q44-Q49):
NEW QUESTION # 44
Why should artificial intelligence developers always take inputs from diverse sources?
- A. To investigate the model requirements properly
- B. To determine where and how the dataset is produced
- C. To cover all possible cases that the model should handle
- D. To perform exploratory data analysis
Answer: C
Explanation:
Diverse Data Sources: Utilizing inputs from diverse sources ensures the AI model is exposed to a wide range of scenarios, dialects, and contexts. This diversity helps the model generalize better and avoid biases that could occur if the data were too homogeneous.
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NEW QUESTION # 45
What is artificial intelligence?
- A. The study and design of intelligent agents
- B. The study of computer science
- C. The study of human brain functions
- D. The study of data analysis
Answer: A
Explanation:
Artificial intelligence (AI) is a broad field of computer science focused on creating systems capable of performing tasks that would normally require human intelligence. The correct answer is option B, which defines AI as "the study and design of intelligent agents." Here's a comprehensive breakdown:
Definition of AI:AI involves the creation of algorithms and systems that can perceive their environment, reason about it, and take actions to achieve specific goals.
Intelligent Agents:An intelligent agent is an entity that perceives its environment and takes actions to maximize its chances of success. This concept is central to AI and encompasses a wide range of systems, from simple rule-based programs to complex neural networks.
Applications:AI is applied in various domains, including natural language processing, computer vision, robotics, and more.
References:
Russell, S., & Norvig, P. (2020). Artificial Intelligence: A Modern Approach. Pearson.
Poole, D., Mackworth, A., & Goebel, R. (1998). Computational Intelligence: A Logical Approach. Oxford University Press.
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NEW QUESTION # 46
What is the first step an organization must take towards developing an Al-based application?
- A. Address ethical and legal issues.
- B. Develop a data strategy.
- C. Develop a business strategy.
- D. Prioritize Al.
Answer: B
Explanation:
The first step an organization must take towards developing an AI-based application is to develop a data strategy. The correct answer is option D. Here's an in-depth explanation:
Importance of Data:Data is the foundation of any AI system. Without a well-defined data strategy, AI initiatives are likely to fail because the model's performance heavily depends on the quality and quantity of data.
Components of a Data Strategy:A comprehensive data strategy includes data collection, storage, management, and ensuring data quality. It also involves establishing data governance policies to maintain data integrity and security.
Alignment with Business Goals:The data strategy should align with the organization's business goals to ensure that the AI applications developed are relevant and add value.
References:
Davenport, T. H., & Ronanki, R. (2018). Artificial intelligence for the real world. Harvard Business Review, 96(1), 108-116.
Marr, B. (2017). Data Strategy: How to Profit from a World of Big Data, Analytics and the Internet of Things. Kogan Page Publishers.
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NEW QUESTION # 47
A company wants to use Al to improve its customer service by generating personalized responses to customer inquiries.
Which of the following is a way Generative Al can be used to improve customer experience?
- A. By reducing operational costs
- B. By automating repetitive tasks
- C. By generating new product designs
- D. By providing personalized and timely responses through chatbots
Answer: D
Explanation:
Generative AI can significantly enhance customer experience by offering personalized and timely responses.
Here's how:
* Understanding Customer Inquiries: Generative AI analyzes the customer's language, sentiment, and specific inquiry details.
* Personalization: It uses the customer's past interactions and preferences to tailor the response.
* Timeliness: AI can respond instantly, reducing wait times and improving satisfaction.
* Consistency: It ensures that the quality of response is consistent, regardless of the volume of inquiries.
* Scalability: AI can handle a large number of inquiries simultaneously, which is beneficial during peak times.
References:
* AI's ability to provide personalized experiences is well-documented in customer service research.
* Studies on AI chatbots have shown improvements in response times and customer satisfaction.
* Industry reports often highlight the scalability and consistency of AI in managing customer service tasks.
This approach aligns with the goal of using AI to improve customer service by generating personalized responses, making option OC the verified answer.
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NEW QUESTION # 48
In a Generative Adversarial Network (GAN), you have a network that evaluates whether the data generated by the other network is real or fake. What is this evaluating network called?
- A. Encoder
- B. Generator
- C. Discriminator
- D. Decoder
Answer: C
Explanation:
In a Generative Adversarial Network (GAN), the network that evaluates whether the data generated by the other network is real or fake is called the Discriminator. The GAN architecture consists of two main components: the Generator and the Discriminator. The Generator's role is to create data that is similar to the real data, while the Discriminator's role is to evaluate the data and determine if it is real (from the actual dataset) or fake (created by the Generator). The Discriminator learns to make this distinction through training, where it is presented with both real and generated data1.
This setup creates a competitive environment where the Generator improves its ability to create realistic data, and the Discriminator improves its ability to detect fakes. This adversarial process enhances the quality of the generated data over time, making GANs powerful tools for generating new data instances that are indistinguishable from real data1.
The terms "Decoder" (Option OB) and "Encoder" (Option OD) are associated with different types of neural network architectures, such as autoencoders, and do not describe the evaluating network in a GAN. The
"Generator" (Option OA) is the part of the GAN that creates data, not the part that evaluates it. Therefore, the correct answer is C. Discriminator, as it is the network within a GAN that is responsible for evaluating the authenticity of the generated data1.
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NEW QUESTION # 49
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