C_IAG Test2/2

###Why would a user include formatting instructions within a prompt?. To force the model to separate relevant and irrelevant output. To redict the output to another software program. To ensure the models response follows a desired structure or style. To increase the faithfulness of the output.

###What are some advantages of using agents in training models? Note: There are 2 correct answers to this question. To guarantee accurate decision making in complex scenarios. To streamline LLM workflows. To improve the quality of results. To eliminate the need for human oversight.

###Which of the following capabilities does the generative Al hub provide to developers? Note: There are 2 correct answers to this question. Tools for prompt enfineering and experimentation. Code generation to extend SAP BTP applications. Proprietary LLMs exclusively. Integration of foundation models into applications.

###Which of the following steps must be performed to deploy LLMs in the generative Al hub?. 1. Check for foundation model scenario 2. Create a deployment 3. Configuring entitlements. 1.Provision SAP AI Core 2. Check for foundation model scenario 3. Create a configuration 4. Create a deployment. 1. Provision SAP AI 2. Core Create a configuration 3. Run the booster. 1. Run the booster 2. Create service keys 3. Select the executable ID.

###Which of the following is a principle of effective prompt engineering?. Write vague and open-ended instructions to encourage creativity. Use precise language and provinding detailed context in prompis. Keep prompts as short as possible to avoid confusion. Combine multiple complex tasks into a single prompt.

###You want to extract useful information from customer emails to augment existing applications in your company. How can you use generative-ai-hub-sdk in this context?. Generate JSON strings based on extracted information. Train custom models based on the mail data. Generate random email content and send them to customers. Generate a new SAP application based on the mail data.

###How does SAP ensure the enterprise-readiness of its Al solutions?. By ensuring that AI models make bias-freee decisions without human input. By using generic AI models without business context complying with AI ethics standards. By implementing rigorous product standards for AI capabilities.

###Why is generative Al gaining significant attention and investment in the current business landscape? Note: There are 2 correct answers to this question. it can run entire business operations without human intervention. it can replicate complex technical skill without training or quality control. it only requires natural language skills to use. it lowers barriers to adoption.

###Which of the following steps is NOT a requirement to use the Orchestration service?. Create a dployment for orchestration. Get an auth token for orchestration. Create an instance of an AI model. Modify the underluing AI models.

###Which of the following sequence of steps does SAP recommend you use to solve a business problem using generative Al hub?. 1. Create a basic prompt SAP AI Launchpad 2. Scale the solution using generative-ai-hub-sdk 3. Create a baseline evaluation method for the simple prompt 4. Enhance the prompts 5. Evaluate various models for the problem using generative-ai-hub-sdk. 1. Create a basic prompt SAP AI Launchpad 2. Evaluate various models for the problem using generative-ai-hub-sdk 3. Scale the solution using generative-ai-hub-sdk 4. Create a baseline evaluation method for the simple prompt 5. Enhance the prompts. 1. Create a basic prompt SAP AI Launchpad 2. Enhance the prompts 3. Create a baseline evaluation method for the simple prompt 4. Evaluate various models for the problem using generative-ai-hub-sdk 5. Scale the solution using generative-ai-hub-sdk.

###Which of the following are functionalities provided by the generative-Al-hub-SDK? Note: There are 2 correct answers to this question. Interact with LLMs. Create chat responses and embeddings. Configure SAP BTP credentials. Customize SAP AI Launchpad.

###What are some use cases for fine-tuning of a model? Note: There are 2 correct answers to this question. To customize outputs for specific types of inputs. To introduce new knowledge to a model in a resource-efficient way. To quickly create interations on a new use case. To sanitize model outputs.

###Which of the following is unique about SAP's approach to Al?. Focusing AI solely on customer support services. Offering AI capabilities in their future products as of 2025. SAPs deep integration of AI with business processes and analytics. Utilizing AI mainly for marketing purposes.

###What are some components of the training pipeline in SAP AI Core? Note: There are 2 correct answers to this question. Automated deployment to Kubernetes clusters. The SAP HANA database for model storage. Input datasets stored in a hyperscaler object store. Executables that define the training process.

###How can few-shot learning enhance LLM performance?. By offering input-output pairs that exemplify the desired behavior. By enhancing the models computational efficiency. By providing a large training set to improve generalization. By reducing overfitting through regularization techiniques.

###What capabilities does the Exploration and Development feature of the generative Al hub provide? Note: There are 2 correct answers to this question. Automatic model selection. Prompt editor and management. AI playground and chat. Develop and debug ABAP code.

###What are the benefits of SAP's generative Al hub? Note: There are 2 correct answers to this question. Accelerate AI development with flexible access to a broad range of models. Send your data to varios LLM providers for training feedback. Provide libraries for no-code development. Build custom AI solutions and extend SAP applications.

###What are some metrics to evaluate the effectiveness of a Retrieval Augmented Generation system? Note: There are 2 correct answers to this question. Carbon footprint. Speed. Faithfulness. Relevance.

###Which of the following techniques uses a prompt to generate or complete subsequent prompts (streamlining the prompt development process), and to effectively guide Al model responses?. Meta prompting. Few-shot prompting. Chain-of-thought prompting. One-shot prompting.

###What is a Large Language Model (LLM)?. An AI model that specializes in processing, understanding, and generating human language. A rule-based expert system to analyze and generate grammatically correct sentences. A database system optimized for storing large volumes fo textual data. A gradient booested decision tree algorithm for predicting text.

###You want to download a json output for a prompt and the response. Which of the following interfaces can you use in SAP's generative Al hub in SAP AI Launchpad?. Chat. Prompt Editor. Prompt management. Administration.

###What is the primary function of the embedding model in a RAG system?. To evaluate the faithfulness and relevance of generated answers. To encode queries and documents into vector representations for comparison. To generate responses based on retrieved documents and user queries. To store vector representations of documents and search for relevant passages.

###Which neural network architecture is primarily used by LLMs?. Recurrent neural network architecture. Sequential encoder-decoder architecture. Convolutional Neural Networks(CNNs). Transformer architecture with self-attention mechanisms.