C_IAG Test1/2

@@@What are some benefits of using an SDK for evaluating prompts within the context of generative AI? Note: There are 3 correct answers to this question. Supporting low code evaluations using graphical user interface. Creating custom evaluators that meet specific business needs. Automating prompt testing across various scenarios. Maintaining data privacy by using data masking techniques. Providing metrics to quantitatively assess response quality.

@@@How does the Al API support SAP Al scenarios? Note: There are 2 correct answers to this question. By managing Kubernetes clusters automatically. By providing a unified framework for operating AI services. By integrating AI models into third-party platforms like aws. By integrating AI services into business applications.

@@@Which statement best describes the Chain-of-Thought (COT) prompting technique?. Linking multiple AI models in sequence, where each models output becomes the input for the next model in the chain. Writing a series of connected prompts creating a chain of related information. Connecting related concepts by having the LLM generate chains of ideas. Concatenating multiple related prompts to form a chain, guiding the model through sequential reasoning steps.

@@@What is the primary function of the generative Al hub in SAP's Al Foundation?. To provide ready-to-use AI services for document processing. To serve as an abstraction layer to access a range of foundation AI models. To manage the AI lifecycle efforts end-to-end. To store embeddings of unstructured data for semantic data retrieval.

@@@Match the components of a Retrieval Augmented Generation architecture to the diagram. Box - Models - Backend and Frontend Box - Applications - Embedding Model and LLM Box - Retrieval - Vector Database. Box - Models - Embedding Model and LLM Box - Applications - Vector Database Box - Retrieval - Backend and Frontend. Box - Models - Vector Database Box - Applications - Backend and Frontend Box - Retrieval - Embedding Model and LLM. Box - Models - Embedding Model and LLM Box - Applications - Backend and Frontend Box - Retrieval - Vector Database.

@@@What must be defined in an executable to train a machine learning model using SAP Al Core? Note: There are 2 correct answers to this question. Infrastructure resources such as CPUs or GPUs. Deployment templates for SAP AI Launchpad. Pipeline containers to be used. User scripts to manually execute pipeline steps.

@@@What can be done once the training of a machine learning model has been completed in SAP Al Core? Note: There are 2 correct answers to this question. The model can be deployed in SAP HANA. The models accuracy can be optimized directly in SAP HANA. The model can be deployed for inferencing. The model can be registered in the hyperscaler object store.

@@@How does SAP deal with vulnerability risks created by generative Al? Note: There are 2 correct answers to this question. By identifying human, technical, and exfiltration risks through an AI Security Taskforce. By focusing on technological advancement only. By implementing responsible AI use guidelines and strong product security standards. By relying on external vendors to manage security threats.

@@@Which of the following are features of the SAP Al Foundation? Note: There are 2 correct answers to this question. AI runtime and lifecycle management. Ready-to-use- AI services. Open source AI model repository. Joule Integration in SAP SuccessFactors.

@@@What contract type does SAP offer for Al ecosystem partner solutions?. Annual subscription-only contracts. Pay-as-you-go for each partner service. All-in-one contracts, with services that are contracted through SAP. Bring Your Own License (BYOL) for embedded partner solution.

@@@Where can you configure language models in generative Al hub?. The Orchestration tab in SAP AI Launchpad. The Configuration tab of the SAP BTP cockpit. The Models tab in Prompt Editor. The Configuration tab within ML Operations in SAP AI Launchpad.

@@@You want to use the orchestration service through SAP's generative-Al-hub-sdk. What does the following code do?. Define the Template and Default Input Values. Run the Orchestration Request. Define the LLM. Create the Orchestration Configuration.

@@@Which of the following statements accurately describe the RAG process? Note: There are 2 correct answers to this question. The users question is used to search a knowledge base or a set of documents. The LLM directly answers the users questions without accessing external information. The embedding model stores the generated answers for future reference. The retrieved content is combined with the LLMs capabilities to generate a response.

@@@How do resource groups in SAP Al Core improve the management of machine learning workloads? Note: There are 2 correct answers to this question. They enhance pipeline execution speeds through workload distribution. They ensure workload separation for different tenants or departments. They provide isolation for datasets and AI artifacts. They enable simultaneos orchestration of Kubernetes clusters.

@@@What is Machine Learning (ML)?. A form of AI that only focuses on creating new content, including text, imagens, soudn, and videos. A technology that equips machines with human-like capabilities such as problem-solving visual perception, and decision-making. A statistical method for data processing that does not involve any AI techniques. A subset of AI that focuses on enabling computer systems to learn and improve from experience or data.

@@@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. Grant access rights to the sap BTP cockpit. Store the dataset in a hyperscaler object store. Provide the storage secret to access the dataset. Store the dataset in the SAP HANA Vector Engine.

@@@What is a significant risk associated with using LLMs?. Lack of scalability in business applications. Immediate accuracy without fine-tuning. Reduced computational requirements. Potential biases in generated content.

@@@What is one primary benefit of using LLMs in business applications?. They are only applicable for customer support scenarios. They eliminate the need for data security measures. They enhance automation and scalability of processes. They require minimal computing power for training.

@@@What are some benefits of the SAP Al Launchpad? Note: There are 2 correct answers to this question. Direct deployment of AI models to SAP HANA. Simplified model retraining and performance improvement. Centralized AI lifecycle management for all AI scenarios. Integration with non-SAP platforms like Azure and AWS.

@@@Which of the following describes Large Language Models (LLMs)?. They rely on predefined scripts for decision-making. They are rule-based systems designed for specific tasks. They cannot process large datasets efficiently. They utilize deep learning to process and generate human-like text.

@@@What does the Prompt Management feature of the SAP Al Iaunchpad allow users to do?. Interact with models through a conversational interface. Provide personalized user interactions. Create and edit prompts. Access and manage saved prompts and their versions.