[Q25-Q50] C_AIG_2412 100% Guarantee Download C_AIG_2412 Exam PDF Q&A [Mar 14, 2025]

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C_AIG_2412 100% Guarantee Download C_AIG_2412 Exam PDF Q&A [Mar 14, 2025]

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NEW QUESTION # 25
What are the applications of generative Al that go beyond traditional chatbot applications? Note: There are 2 correct answers to this question.

  • A. To interpret human instructions and control software systems always producing output for human consumption.
  • B. To follow a specific schema - human input, Al processing, and output for human consumption.
  • C. To interpret human instructions and control software systems without necessarily producing output for human consumption.
  • D. To produce outputs based on software input.

Answer: A,C


NEW QUESTION # 26
Which of the following statements accurately describe the RAG process? Note: There are 2 correct ans-wers to this question.

  • A. The embedding model stores the generated ans wers for future reference.
  • B. The user's questi on is used to search a knowledge base or a set of documents.
  • C. The retrieved content is combined with the LLM's capabilities to generate a response.
  • D. The LLM directly ans wers the user's question without accessing external information.

Answer: B,C


NEW QUESTION # 27
How does SAP ensure the enterprise-readiness of its Al solutions?

  • A. By using generic Al models without business context complying with Al ethics standards
  • B. By implementing rigorous product standards for Al capabilities
  • C. By ensuring that Al models make bias-free decisions without human input

Answer: B


NEW QUESTION # 28
Which neural network architecture is primarily used by LLMs?

  • A. Convolutional Neural Networks (CNNs)
  • B. Transformer architecture with self-attention mechanisms
  • C. Recurrent neural network architecture
  • D. Sequential encoder-decoder architecture

Answer: B


NEW QUESTION # 29
What are the benefits of SAP's generative Al hub?
Note: There are 2 correct answers to this question.

  • A. Send your data to various LLM providers for training feedback
  • B. Build custom Al solutions and extend SAP applications
  • C. Provide libraries for no-code development
  • D. Accelerate Al development with flexible access to a broad range of models

Answer: B,D


NEW QUESTION # 30
Which of the following statements accurately describe the RAG process?
Note: There are 2 correct answers to this question.

  • A. The user's question is used to search a knowledge base or a set of documents.
  • B. The LLM directly answers the user's question without accessing external information.
  • C. The embedding model stores the generated answers for future reference.
  • D. The retrieved content is combined with the LLM's capabilities to generate a response.

Answer: A,D


NEW QUESTION # 31
Which of the following are functionalities provided by the generative-Al-hub-SDK ? Note: There are 2 correct answers to this question.

  • A. Configure SAP BTP credentials
  • B. Create chat responses and embeddings
  • C. Customize SAP AI Launchpad
  • D. Interact with LLMs

Answer: B,D


NEW QUESTION # 32
What are some use cases for fine-tuning of a model? Note: There are 2 correct answers to this question.

  • A. To sanitize model outputs
  • B. To quickly create iterations on a new use case
  • C. To introduce new knowledge to a model in a resource-efficient way
  • D. To customize outputs for specific types of inputs

Answer: C,D


NEW QUESTION # 33
Which of the following is a principle of effective prompt engineering?

  • A. Use precise language and providing detailed context in prompts.
  • B. Write vague and open-ended instructions to encourage creativity.
  • C. Keep prompts as short as possible to avoid confusion.
  • D. Combine multiple complex tasks into a single prompt.

Answer: A


NEW QUESTION # 34
What are some metrics to evaluate the effectiveness of a Retrieval Augmented Generation system?
Note: There are 2 correct answers to this question.

  • A. Relevance
  • B. Speed
  • C. Faithfulness
  • D. Carbon footprint

Answer: A,C


NEW QUESTION # 35
What are some examples of generative Al technologies? Note: There are 2 correct answers to this question.

  • A. Foundation models
  • B. Robotic process automation
  • C. Al models that generate new content based on training data
  • D. Rule-based algorithms

Answer: A,C


NEW QUESTION # 36
What are some drivers for the rapid adoption of generative AI?
Note: There are 2 correct answers to this question.

  • A. Availability of skilled developers
  • B. Wide availability
  • C. Significant hardware cost savings
  • D. Ease of use

Answer: B,D


NEW QUESTION # 37
Which of the following is unique about SAP's approach to Al?

  • A. Offering Al capabilities in their future products as of 2025.
  • B. Utilizing Al mainly for marketing purposes.
  • C. Focusing Al solely on customer support services.
  • D. SAP's deep integration of Al with business processes and analytics.

Answer: D


NEW QUESTION # 38
What advantage can you gain by leveraging different models from multiple providers through the SAP's generative Al hub?

  • A. Train new models using SAP and non-SAP data
  • B. Get more training data for new models
  • C. Enhance the accuracy and relevance of Al applications that use SAP's data assets
  • D. Design new product interfaces for SAP applications

Answer: C


NEW QUESTION # 39
Which technique is used to supply domain-specific knowledge to an LLM?

  • A. Retrieval-Augmented Generation
  • B. Prompt template expansion
  • C. Domain-adaptation training
  • D. Fine-tuning the model on general data

Answer: C


NEW QUESTION # 40
Which of the following is a benefit of using Retrieval Augmented Generation?

  • A. It allows LLMs to access and utilize information beyond their initial training data.
  • B. It enables LLMs to learn new languages without additional training.
  • C. It reduces the computational resources required for language modeling.
  • D. It eliminates the need for fine-tuning LLMs for specific tasks.

Answer: A


NEW QUESTION # 41
How can Joule improve workforce productivity? Note: There are 2 correct answers to this question.

  • A. By maintaining strict adherence to data privacy regulations.
  • B. By resolving hardware malfunctions.
  • C. By providing context-based role-specific task assistance.
  • D. By offering generic task recommendations unrelated to specific roles.

Answer: A,C


NEW QUESTION # 42
What is Machine Learning (ML)?

  • A. A statistical method for data processing that does not involve any Al techniques.
  • B. A form of Al that only focuses on creating new content, including text, images, sound, and videos.
  • C. A technology that equips machines with human-like capabilities such as problem-solving, visual perception, and decision-making.
  • D. A subset of Al that focuses on enabling computer systems to learn and improve from experience or data.

Answer: A,B,C


NEW QUESTION # 43
Which of the following are features of the SAP AI Foundation?
Note: There are 2 correct answers to this question.

  • A. Al runtimes and lifecycle management
  • B. Joule integration in SAP SuccessFactors
  • C. Open source Al model repository
  • D. Ready-to-use Al services

Answer: A,D


NEW QUESTION # 44
What are some benefits of the SAP AI Launchpad? Note: There are 2 correct answers to this question.

  • A. Direct deployment of Al models to SAP HAN
  • B. Simplified model retraining and performance improvement.
  • C. Integration with non-SAP platforms like Azure and AWS.
  • D. Centralized Al lifecycle management for all Al scenarios.

Answer: B,D


NEW QUESTION # 45
What are some advantages of using agents in training models? Note: There are 2 correct answers to this question.

  • A. To guarantee accurate decision making in complex scenarios
  • B. To streamline LLM workflows
  • C. To improve the quality of results
  • D. To eliminate the need for human oversight

Answer: B,C


NEW QUESTION # 46
Which of the following steps must be performed to deploy LLMs in the generative Al hub?

  • A. Run the booster
  • B. Provision SAP AI
  • C. Check for foundation model scenario
  • D. Provision SAP AI Core

Answer: D


NEW QUESTION # 47
Which of the following capabilities does the generative Al hub provide to developers? Note: There are 2 correct answers to this question.

  • A. Integration of foundation models into applications
  • B. Proprietary LLMs exclusively
  • C. Tools for prompt engineering and experimentation
  • D. Code generation to extend SAP BTP applications

Answer: C,D


NEW QUESTION # 48
How does the Al API support SAP AI scenarios? Note: There are 2 correct answers to this question.

  • A. By managing Kubernetes clusters automatically
  • B. By integrating Al services into business applications
  • C. By providing a unified framework for operating Al services
  • D. By integrating Al models into third-party platforms like AWS

Answer: B,C


NEW QUESTION # 49
What are some features of Joule?
Note: There are 3 correct answers to this question.

  • A. Streamlining tasks with an Al assistant that knows your unique role.
  • B. Providing coding assistance and content generation.
  • C. Maintaining data privacy while offering generative Al capabilities.
  • D. Downloading and processing data.
  • E. Generating standalone applications.

Answer: A,B,C


NEW QUESTION # 50
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