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SAP C_AIG_2412 認定試験の出題範囲：
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質問 # 18
What are some characteristics of the SAP generative Al hub? Note: There are 2 correct answers to this question.
- A. It only supports traditional machine learning models.
- B. It ensures relevant, reliable, and responsible business Al.
- C. It operates independently of SAP's partners and ecosystem.
- D. It provides instant access to a wide range of large language models (LLMs).
正解：B、D
質問 # 19
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. Integration with non-SAP platforms like Azure and AWS.
- C. Simplified model retraining and performance improvement.
- D. Centralized Al lifecycle management for all Al scenarios.
正解：C、D
質問 # 20
Which of the following must you do before connecting to a dataset in order to train a machine learning model in SAP Al Core?
Note: There are 2 correct answers to this question.
- A. Store the dataset in a hyperscaler object store.
- B. Provide the storage secret to access the dataset.
- C. Grant access rights to the SAP BTP cockpit.
- D. Store the dataset in the SAP HANA Vector Engine.
正解：A、B
質問 # 21
What must be defined in an executable to train a machine learning model using SAP AI Core? Note:
There are 2 correct answers to this question.
- A. Pipeline containers to be used
- B. Deployment templates for SAP AI Launchpad
- C. Infrastructure resources such as CPUs or GPUs
- D. User scripts to manually execute pipeline steps
正解：A、C
質問 # 22
What is the primary function of the embedding model in a RAG system?
- A. To evaluate the faithfulness and relevance of generated answers
- B. To encode queries and documents into vector representations for comparison
- C. To store vector representations of documents and search for relevant passages
- D. To generate responses based on retrieved documents and user queries
正解：B
質問 # 23
What are the benefits of SAP's generative Al hub? Note: There are 2 correct answers to this question.
- A. Accelerate Al development with flexible access to a broad range of models
- B. Build custom Al solutions and extend SAP applications
- C. Provide libraries for no-code development
- D. Send your data to various LLM providers for training feedback
正解：A、B
質問 # 24
What can be done once the training of a machine learning model has been completed in SAP AI Core? Note: There are 2 correct answers to this question.
- A. The model can be deployed for inferencing.
- B. The model's accuracy can be optimized directly in SAP HANA.
- C. The model can be deployed in SAP HANA.
- D. The model can be registered in the hyperscaler object store.
正解：A、D
質問 # 25
What are the benefits of SAP's generative Al hub?
Note: There are 2 correct answers to this question.
- A. Accelerate Al development with flexible access to a broad range of models
- B. Build custom Al solutions and extend SAP applications
- C. Provide libraries for no-code development
- D. Send your data to various LLM providers for training feedback
正解：A、B
質問 # 26
Which of the following are grounding principles included in SAP's AI Ethics framework?
Note: There are 3 correct answers to this question.
- A. Maximize business profits
- B. Avoid bias and discrimination
- C. Store all user data for legal proceedings
- D. Transparency and explainability
- E. Human agency and oversight
正解：B、D、E
質問 # 27
What is Machine Learning (ML)?
- A. A subset of Al that focuses on enabling computer systems to learn and improve from experience or data.
- 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 statistical method for data processing that does not involve any Al techniques.
正解：B、C、D
質問 # 28
Which technique is used to supply domain-specific knowledge to an LLM?
- A. Retrieval-Augmented Generation
- B. Prompt template expansion
- C. Fine-tuning the model on general data
- D. Domain-adaptation training
正解：D
質問 # 29
How does SAP deal with vulnerability risks created by generative Al?
Note: There are 2 correct answers to this question.
- A. By focusing on technological advancement only.
- B. By implementing responsible Al use guidelines and strong product security standards.
- C. By identifying human, technical, and exfiltration risks through an Al Security Taskforce.
- D. By relying on external vendors to manage security threats.
正解：B、C
質問 # 30
Which of the following statements accurately describe the RAG process? Note: There are 2 correct ans-wers to this question.
- A. The retrieved content is combined with the LLM's capabilities to generate a response.
- B. The embedding model stores the generated ans wers for future reference.
- C. The user's questi on is used to search a knowledge base or a set of documents.
- D. The LLM directly ans wers the user's question without accessing external information.
正解：A、C
質問 # 31
How can Joule improve workforce productivity?
Note: There are 2 correct answers to this question.
- A. By providing context-based role-specific task assistance.
- B. By offering generic task recommendations unrelated to specific roles.
- C. By maintaining strict adherence to data privacy regulations.
- D. By resolving hardware malfunctions.
正解：A、C
質問 # 32
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 interpret human instructions and control software systems without necessarily producing output for human consumption.
- C. To follow a specific schema - human input, Al processing, and output for human consumption.
- D. To produce outputs based on software input.
正解：A、B
質問 # 33
What are some benefits of the SAP AI Launchpad? Note: There are 2 correct answers to this question.
- A. Integration with non-SAP platforms like Azure and AWS.
- B. Simplified model retraining and performance improvement.
- C. Direct deployment of Al models to SAP HANA.
- D. Centralized Al lifecycle management for all Al scenarios.
正解：B、D
質問 # 34
Which of the following is unique about SAP's approach to Al?
- A. Utilizing Al mainly for marketing purposes.
- B. Focusing Al solely on customer support services.
- C. SAP's deep integration of Al with business processes and analytics.
- D. Offering Al capabilities in their future products as of 2025.
正解：C
質問 # 35
What are some SAP recommendations to evaluate pricing and rate information of model usage within SAP's generative Al hub?
Note: There are 2 correct answers to this question.
- A. Avoid subscription-based pricing models
- B. Weigh the cost of using advanced models against the expected return on investment
- C. Use pricing models that have fixed rates irrespective of the usage patterns
- D. Adopt best practice pricing strategies, such as outcome-based pricing
正解：B、D
質問 # 36
Match the components of a Retrieval Augmented Generation architecture to the diagram.
正解：
解説：
質問 # 37
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
正解：A、C
質問 # 38
How can Joule improve workforce productivity? Note: There are 2 correct answers to this question.
- A. By providing context-based role-specific task assistance.
- B. By offering generic task recommendations unrelated to specific roles.
- C. By maintaining strict adherence to data privacy regulations.
- D. By resolving hardware malfunctions.
正解：A、C
質問 # 39
What is the primary function of the generative Al hub in SAP's Al Foundation?
- A. To provide ready-to-use Al services for document processing
- B. To store embeddings of unstructured data for semantic data retrieval
- C. To serve as an abstraction layer to access a range of foundation Al models
- D. To manage the Al lifecycle efforts end-to-end
正解：C
質問 # 40
Where can you configure language models in generative Al hub?
- A. The Configuration tab of the SAP BTP cockpit
- B. The Orchestration tab in SAP AI Launchpad
- C. The Models tab in Prompt Editor
- D. The Configuration tab within ML Operations in SAP AI Launchpad
正解：D
質問 # 41
Which of the following are grounding principles included in SAP's AI Ethics framework? Note: There are 3 correct answers to this question.
- A. Maximize business profits
- B. Avoid bias and discrimination
- C. Store all user data for legal proceedings
- D. Transparency and explainability
- E. Human agency and oversight
正解：B、D、E
質問 # 42
How does SAP deal with vulnerability risks created by generative Al? Note: There are 2 correct answers to this question.
- A. By focusing on technological advancement only.
- B. By implementing responsible Al use guidelines and strong product security standards.
- C. By identifying human, technical, and exfiltration risks through an Al Security Taskforce.
- D. By relying on external vendors to manage security threats.
正解：B、C
質問 # 43
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