NO.19 How can Joule improve workforce productivity? Note: There are 2 correct answers to this question.

NO.20 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”])

NO.21 What is the goal of prompt engineering?

NO.22 Which of the following statements accurately describe the RAG process?
Note: There are 2 correct answers to this question.

NO.23 What are some metrics to evaluate the effectiveness of a Retrieval Augmented Generation system?
Note: There are 2 correct answers to this question.

NO.24 What are some drivers for the rapid adoption of generative AI? Note: There are 2 correct answers to this question.

NO.25 What contract type does SAP offer for Al ecosystem partner solutions?

NO.26 What does the Prompt Management feature of the SAP AI launchpad allow users to do?

NO.27 What are some functionalities provided by SAP Al Core?
Note: There are 3 correct answers to this question.

NO.28 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?

NO.29 What is Machine Learning (ML)?

NO.30 What are some components of the training pipeline in SAP AI Core?
Note: There are 2 correct answers to this question.

NO.31 What advantage can you gain by leveraging different models from multiple providers through the SAP’s generative Al hub?

NO.32 What is the purpose of splitting documents into smaller overlapping chunks in a RAG system?

NO.33 Which neural network architecture is primarily used by LLMs?

NO.34 Which of the following steps must be performed to deploy LLMs in the generative Al hub?

NO.35 Which of the following statements accurately describe the RAG process? Note: There are 2 correct ans-wers to this question.

NO.36 What are some components of the training pipeline in SAP AI Core? Note: There are 2 correct answers to this question.

NO.37 You want to use the orchestration service through SAP’s generative-Al-hub-sdk.
What does the following code do?
from gen_ai_hub.orchestration.models.11m import LLM
11m =
LLM(name=”gpt-40″, version=”latest”, parameters={“max_tokens”: 256, “temperature”: 0.2})

NO.38 Which of the following capabilities does the generative Al hub provide to developers? Note: There are 2 correct answers to this question.

NO.39 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.

NO.40 What does the Prompt Management feature of the SAP AI launchpad allow users to do?