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Hot D-GAI-F-01 Preparation | Amazing Pass Rate For D-GAI-F-01: Dell GenAI Foundations Achievement | Free PDF Pdf D-GAI-F-01 Exam Dump
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EMC D-GAI-F-01 Exam Syllabus Topics:
Topic
Details
Topic 1
- Implementation and Best Practices: For IT managers and system integrators, this part of the exam may address best practices for implementing Generative AI solutions using Dell technologies.
Topic 2
- Ethics and Responsible AI: For all professionals working with AI, this section likely covers ethical considerations and responsible use of Generative AI in enterprise environments.
Topic 3
- Dell's Generative AI Technologies: For Dell system administrators and AI implementers, this part of the exam probably focuses on Dell's specific implementations and tools related to Generative AI.
Topic 4
- Use Cases and Applications: For business analysts and solution architects, this section might cover practical applications and use cases of Generative AI within Dell's ecosystem.
Topic 5
- Introduction to Generative AI: For AI enthusiasts and IT professionals, this section of the exam likely covers the basic concepts and principles of Generative AI.
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EMC Dell GenAI Foundations Achievement Sample Questions (Q32-Q37):
NEW QUESTION # 32
What is a principle thatguides organizations, government, and developers towards the ethical use of Al?
- A. The value of Al models must only be measured in financial gain.
- B. Al models must ensure data privacy and confidentiality.
- C. Al models must always agree with the user's point of view.
- D. Only regulatory agencies should be held accountable for the accuracy, fairness, and use of Al models
Answer: B
Explanation:
One of the guiding principles for the ethical use of AI is ensuring data privacy and confidentiality. Here's a detailed explanation:
Ethical Principle:
Explanation:Organizations, governments, and developers are increasingly recognizing the importance of protecting individuals' data. Ensuring data privacy and confidentiality is crucial to maintaining trust and compliance with legal standards.
Implementation:AI models must be designed to handle data responsibly, employing techniques such as encryption, anonymization, and secure data storage to protect sensitive information.
Regulatory Compliance:Adhering to regulations like GDPR (General Data Protection Regulation) and CCPA (California Consumer Privacy Act) is essential for legal and ethical AI deployment.
References:
Jobin, A., Ienca, M., & Vayena, E. (2019). The global landscape of AI ethics guidelines.
Nature Machine Intelligence, 1(9), 389-399.
Floridi, L., & Taddeo, M. (2016). What is data ethics? Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences, 374(2083),
20160360.
NEW QUESTION # 33
Whatstrategy can an Al-based company use to develop a continuous improvement culture?
- A. Limit the involvement of humans in decision-making processes.
- B. Build a small Al community with people of similar backgrounds.
- C. Discourage the use of Al in education systems.
- D. Focus on the improvement of human-driven processes.
Answer: D
Explanation:
Developing a continuous improvement culture in an AI-based company involves focusing on the enhancement of human-driven processes. Here's a detailed explanation:
Human-Driven Processes:Continuous improvement requires evaluating and enhancing processes that involve human decision-making, collaboration, and innovation.
AI Integration:AI can be used to augment human capabilities, providing tools and insights that help improve efficiency and effectiveness in various tasks.
Feedback Loops:Establishing robust feedback loops where employees can provide input on AI tools and processes helps in refining and enhancing the AI systems continually.
Training and Development:Investing in training employees to work effectively with AI tools ensures that they can leverage these technologies to drive continuous improvement.
References:
Deming, W. E. (1986). Out of the Crisis. MIT Press.
Senge, P. M. (2006). The Fifth Discipline: The Art & Practice of The Learning Organization.
Crown Business.
NEW QUESTION # 34
What is one of the objectives of Al in the context of digital transformation?
- A. To replace all human tasks with automation
- B. To reduce the need for Internet connectivity
- C. To become essential to the success of the digital economy
- D. To eliminate the need for data privacy
Answer: C
Explanation:
One of the key objectives of AI in the context of digital transformation is to become essential to the success of the digital economy. Here's an in-depth explanation:
Digital Transformation:Digital transformation involves integrating digital technology into all areas of business, fundamentally changing how businesses operate and deliver value to customers.
Role of AI:AI plays a crucial role in digital transformation by enabling automation, enhancing decision-making processes, and creating new opportunities for innovation.
Economic Impact:AI-driven solutions improve efficiency, reduce costs, and enhance customer experiences, which are vital for competitiveness and growth in the digital economy.
References:
Brynjolfsson, E., & McAfee, A. (2014). The Second Machine Age: Work, Progress, and Prosperity in a Time of Brilliant Technologies. W. W. Norton & Company.
Westerman, G., Bonnet, D., & McAfee, A. (2014).Leading Digital: Turning Technology into Business Transformation. Harvard Business Review Press.
NEW QUESTION # 35
What are the enablers that contribute towards the growth of artificial intelligence and its related technologies?
- A. The introduction of 5G networks and the expansion of internet service provider coverage
- B. The creation of the Internet and the widespread use of cloud computing
- C. The development of blockchain technology and quantum computing
- D. The abundance of data, lower cost high-performance compute, and improved algorithms
Answer: D
Explanation:
Several key enablers have contributed to the rapid growth of artificial intelligence (AI) and its related technologies. Here's a comprehensive breakdown:
Abundance of Data:The exponential increase in data from various sources (social media, IoT devices, etc.) provides the raw material needed for training complex AI models.
High-Performance Compute:Advances in hardware, such as GPUs and TPUs, have significantly lowered the cost and increased the availability of high-performance computing power required to train large AI models.
Improved Algorithms:Continuous innovations in algorithms and techniques (e.g., deep learning, reinforcement learning) have enhanced the capabilities and efficiency of AI systems.
References:
LeCun, Y., Bengio, Y., & Hinton, G. (2015).Deep Learning. Nature, 521(7553), 436-444.
Dean, J. (2020). AI and Compute. Google Research Blog.
NEW QUESTION # 36
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. Decoder
- B. Encoder
- C. Discriminator
- D. Generator
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.
NEW QUESTION # 37
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