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最有效的C_AIG_2412考題資訊,提前為SAP Certified Associate - SAP Generative AI Developer C_AIG_2412考試做好準備
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SAP C_AIG_2412 考試大綱:
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最新的 SAP Certified Associate C_AIG_2412 免費考試真題 (Q11-Q16):
問題 #11
Which technique is used to supply domain-specific knowledge to an LLM?
- A. Domain-adaptation training
- B. Prompt template expansion
- C. Retrieval-Augmented Generation
- D. Fine-tuning the model on general data
答案:C
解題說明:
Retrieval-Augmented Generation (RAG) is a technique that enhances Large Language Models (LLMs) by integrating external domain-specific knowledge, enabling more accurate and contextually relevant outputs.
1. Understanding Retrieval-Augmented Generation (RAG):
* Definition:RAG combines the generative capabilities of LLMs with retrieval mechanisms that access external knowledge bases or documents. This integration allows the model to incorporate up-to-date and domain-specific information into its responses.
* Mechanism:When presented with a query, the RAG system retrieves pertinent information from external sources and uses this data to inform and generate a more accurate and contextually appropriate response.
2. Application in Supplying Domain-Specific Knowledge:
* Domain Adaptation:By leveraging RAG, LLMs can access specialized information without the need for extensive retraining or fine-tuning. This approach is particularly beneficial for domains with rapidly evolving information or where incorporating proprietary data is essential.
* Efficiency:RAG enables models to provide informed responses by referencing external data, reducing the necessity for large-scale domain-specific training datasets and thereby conserving computational resources.
3. Advantages of Using RAG:
* Up-to-Date Information:Since RAG systems can query current data sources, they are capable of providing the most recent information available, which is crucial in dynamic fields.
* Enhanced Accuracy:Incorporating external knowledge allows the model to produce more precise and contextually relevant outputs, especially in specialized domains.
問題 #12
What are some drivers for the rapid adoption of generative AI? Note: There are 2 correct answers to this question.
- A. Wide availability
- B. Significant hardware cost savings
- C. Availability of skilled developers
- D. Ease of use
答案:A,D
問題 #13
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
答案:A,C
問題 #14
Which of the following is unique about SAP's approach to Al?
- A. Focusing Al solely on customer support services.
- B. Offering Al capabilities in their future products as of 2025.
- C. Utilizing Al mainly for marketing purposes.
- D. SAP's deep integration of Al with business processes and analytics.
答案:D
問題 #15
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. Deployment templates for SAP AI Launchpad
- B. Pipeline containers to be used
- C. User scripts to manually execute pipeline steps
- D. Infrastructure resources such as CPUs or GPUs
答案:B,D
問題 #16
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