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Free SAP Certified Associate - SAP Generative AI Developer C_AIG_2412 Exam Questions

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Question 1

What does the Prompt Management feature of the SAP AI launchpad allow users to do?

Correct Answer: A. Create and edit prompts; D. Access and manage saved prompts and their versions

Question 2

What are some features of Joule?

Note: There are 3 correct answers to this question.

Correct Answer: B. Providing coding assistance and content generation.; C. Maintaining data privacy while offering generative Al capabilities.; D. Streamlining tasks with an Al assistant that knows your unique role.

Question 3

Which of the following is a benefit of using Retrieval Augmented Generation?

Correct Answer: A. It allows LLMs to access and utilize information beyond their initial training data.

Question 4

What are some SAP recommendations to evaluate pricing and rate information of model usage within SAP's generative Al hub?

Note: There are 2 correct answers to this question.

Correct Answer: A. Adopt best practice pricing strategies, such as outcome-based pricing; B. Weigh the cost of using advanced models against the expected return on investment

Question 5

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?

Correct Answer: C. Meta prompting

Question 6

What are some characteristics of the SAP generative Al hub? Note: There are 2 correct answers to this question.

Correct Answer: B. It ensures relevant, reliable, and responsible business Al.; D. It provides instant access to a wide range of large language models (LLMs).

Question 7

Where can you configure language models in generative Al hub?

Correct Answer: A. The Configuration tab within ML Operations in SAP AI Launchpad

Question 8

Which of the following is a principle of effective prompt engineering?

Correct Answer: A. Use precise language and providing detailed context in prompts.

Question 9

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_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"])

Correct Answer: B. Evaluate the performance of a language model using few-shot learning

Question 10

How do resource groups in SAP AI Core improve the management of machine learning workloads? Note: There are 2 correct answers to this question.

Correct Answer: A. They ensure workload separation for different tenants or departments.; D. They provide isolation for datasets and Al artifacts.