May-2025 C_AIG_2412 Study Material, Preparation Guide and PDF Download
Free C_AIG_2412 Certification Sample Questions with Online Practice Test
NEW QUESTION # 25
What are some benefits of the SAP AI Launchpad? Note: There are 2 correct answers to this question.
- A. Simplified model retraining and performance improvement.
- B. Direct deployment of Al models to SAP HANA.
- C. Integration with non-SAP platforms like Azure and AWS.
- D. Centralized Al lifecycle management for all Al scenarios.
Answer: A,D
NEW QUESTION # 26
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 embedding model stores the generated answers for future reference.
- C. The retrieved content is combined with the LLM's capabilities to generate a response.
- D. The LLM directly answers the user's question without accessing external information.
Answer: A,C
NEW QUESTION # 27
What are some metrics to evaluate the effectiveness of a Retrieval Augmented Generation system? Note: There are 2 correct answers to this question.
- A. Speed
- B. Faithfulness
- C. Relevance
- D. Carbon footprint
Answer: B,C
NEW QUESTION # 28
Which of the following are functionalities provided by the generative-Al-hub-SDK ?
Note: There are 2 correct answers to this question.
- A. Create chat responses and embeddings
- B. Customize SAP AI Launchpad
- C. Configure SAP BTP credentials
- D. Interact with LLMs
Answer: A,D
NEW QUESTION # 29
What is a part of LLM context optimization?
- A. Reducing the model's size to improve efficiency
- B. Providing the model with domain-specific knowledge needed to solve a problem
- C. Enhancing the computational speed of the model
- D. Adjusting the model's output format and style
Answer: B
NEW QUESTION # 30
What are some components of the training pipeline in SAP AI Core?
Note: There are 2 correct answers to this question.
- A. The SAP HANA database for model storage
- B. Automated deployment to Kubernetes clusters
- C. Executables that define the training process
- D. Input datasets stored in a hyperscaler object store
Answer: C,D
NEW QUESTION # 31
What are some drivers for the rapid adoption of generative AI? Note: There are 2 correct answers to this question.
- A. Ease of use
- B. Significant hardware cost savings
- C. Availability of skilled developers
- D. Wide availability
Answer: A,D
NEW QUESTION # 32
What are some benefits of using an SDK for evaluating prompts within the context of generative Al?
Note: There are 3 correct answers to this question.
- A. Providing metrics to quantitatively assess response quality
- B. Creating custom evaluators that meet specific business needs
- C. Automating prompt testing across various scenarios
- D. Maintaining data privacy by using data masking techniques
- E. Supporting low code evaluations using graphical user interface
Answer: A,B,C
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. Combine multiple complex tasks into a single prompt.
- C. Write vague and open-ended instructions to encourage creativity.
- D. Keep prompts as short as possible to avoid confusion.
Answer: A
NEW QUESTION # 34
Which of the following are grounding principles included in SAP's AI Ethics framework?
Note: There are 3 correct answers to this question.
- A. Transparency and explainability
- B. Avoid bias and discrimination
- C. Store all user data for legal proceedings
- D. Maximize business profits
- E. Human agency and oversight
Answer: A,B,E
NEW QUESTION # 35
How can Joule improve workforce productivity?
Note: There are 2 correct answers to this question.
- A. By offering generic task recommendations unrelated to specific roles.
- B. By providing context-based role-specific task assistance.
- C. By maintaining strict adherence to data privacy regulations.
- D. By resolving hardware malfunctions.
Answer: B,C
NEW QUESTION # 36
What advantage can you gain by leveraging different models from multiple providers through the SAP's generative Al hub?
- A. Design new product interfaces for SAP applications
- B. Get more training data for new models
- C. Enhance the accuracy and relevance of Al applications that use SAP's data assets
- D. Train new models using SAP and non-SAP data
Answer: C
NEW QUESTION # 37
You want to assign urgency and sentiment categories to a large number of customer emails. You want to get a valid json string output for creating custom applications. You decide to develop a prompt for the same using generative Al hub.
What is the main purpose of the following code in this context?
prompt_test = """Your task is to extract and categorize messages. Here are some examples:
{{?technique_examples}}
Use the examples when extract and categorize the following message:
{{?input}}
Extract and return a json with the following keys and values:
- "urgency" as one of {{?urgency}}
- "sentiment" as one of {{?sentiment}}
"categories" list of the best matching support category tags from: {{?categories}} Your complete message should be a valid json string that can be read directly and only contains the keys mentioned in t import random random.seed(42) k = 3 examples random. sample (dev_set, k) example_template = """<example> {example_input} examples
'\n---\n'.join([example_template.format(example_input=example ["message"], example_output=json.dumps (example[ f_test = partial (send_request, prompt=prompt_test, technique_examples examples, **option_lists) response = f_test(input=mail["message"])
- A. Preprocess a dataset for machine learning
- B. Generate random examples for language model training
- C. Train a language model from scratch
- D. Evaluate the performance of a language model using few-shot learning
Answer: D
NEW QUESTION # 38
Which of the following are grounding principles included in SAP's AI Ethics framework? Note: There are 3 correct answers to this question.
- A. Transparency and explainability
- B. Avoid bias and discrimination
- C. Store all user data for legal proceedings
- D. Maximize business profits
- E. Human agency and oversight
Answer: A,B,E
NEW QUESTION # 39
What does SAP recommend you do before you start training a machine learning model in SAP AI Core? Note: There are 3 correct answers to this question.
- A. Configure the model deployment in SAP Al Launchpad.
- B. Configure the training pipeline using templates.
- C. Perform manual data integration with SAP HANA.
- D. Define the required infrastructure resources for training.
- E. Register the input dataset in SAP AI Core.
Answer: B,D,E
NEW QUESTION # 40
What are some examples of generative Al technologies? Note: There are 2 correct answers to this question.
- A. Al models that generate new content based on training data
- B. Rule-based algorithms
- C. Robotic process automation
- D. Foundation models
Answer: A,D
NEW QUESTION # 41
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 without necessarily 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 always producing output for human consumption.
- D. To produce outputs based on software input.
Answer: A,C
NEW QUESTION # 42
What are some features of Joule?
Note: There are 3 correct answers to this question.
- A. Providing coding assistance and content generation.
- B. Generating standalone applications.
- C. Streamlining tasks with an Al assistant that knows your unique role.
- D. Downloading and processing data.
- E. Maintaining data privacy while offering generative Al capabilities.
Answer: A,C,E
NEW QUESTION # 43
What contract type does SAP offer for Al ecosystem partner solutions?
- A. Pay-as-you-go for each partner service
- B. Annual subscription-only contracts
- C. All-in-one contracts, with services that are contracted through SAP
- D. Bring Your Own License (BYOL) for embedded partner solutions
Answer: A,B,C
NEW QUESTION # 44
Which of the following are functionalities provided by the generative-Al-hub-SDK ? Note: There are 2 correct answers to this question.
- A. Create chat responses and embeddings
- B. Customize SAP AI Launchpad
- C. Configure SAP BTP credentials
- D. Interact with LLMs
Answer: A,D
NEW QUESTION # 45
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