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C_AIG_2412 SAP Certified Associate - SAP Generative AI Developer Questions and Answers

Questions 4

What are some features of Joule?

Note: There are 3 correct answers to this question.

Options:

A.

Generating standalone applications.

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.

E.

Downloading and processing data.

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Questions 5

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

Options:

A.

It operates independently of SAP's partners and ecosystem.

B.

It ensures relevant, reliable, and responsible business Al.

C.

It only supports traditional machine learning models.

D.

It provides instant access to a wide range of large language models (LLMs).

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Questions 6

What is a Large Language Model (LLM)?

Options:

A.

A rule-based expert system to analyze and generate grammatically correct sentences.

B.

An Al model that specializes in processing, understanding, and generating human language.

C.

A database system optimized for storing large volumes of textual data.

D.

A gradient boosted decision tree algorithm for predicting text.

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Questions 7

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

Options:

A.

Use precise language and providing detailed context in prompts.

B.

Combine multiple complex tasks into a single prompt.

C.

Keep prompts as short as possible to avoid confusion.

D.

Write vague and open-ended instructions to encourage creativity.

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Questions 8

What are some use cases for fine-tuning of a model? Note: There are 2 correct answers to this question.

Options:

A.

To introduce new knowledge to a model in a resource-efficient way

B.

To quickly create iterations on a new use case

C.

To sanitize model outputs

D.

To customize outputs for specific types of inputs

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Questions 9

What are some benefits of SAP Business Al? Note: There are 3 correct answers to this question.

Options:

A.

Intelligent business document processing

B.

Face detection and face recognition

C.

Automatic human emotion recognition

D.

Al-powered forecasting and predictions

E.

Personalized recommendations based on Al algorithms

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Questions 10

What are some benefits of the SAP AI Launchpad? Note: There are 2 correct answers to this question.

Options:

A.

Direct deployment of Al models to SAP HANA.

B.

Integration with non-SAP platforms like Azure and AWS.

C.

Centralized Al lifecycle management for all Al scenarios.

D.

Simplified model retraining and performance improvement.

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Questions 11

What are some drivers for the rapid adoption of generative AI? Note: There are 2 correct answers to this question.

Options:

A.

Availability of skilled developers

B.

Significant hardware cost savings

C.

Wide availability

D.

Ease of use

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Questions 12

What is the primary function of the embedding model in a RAG system?

Options:

A.

To generate responses based on retrieved documents and user queries

B.

To encode queries and documents into vector representations for comparison

C.

To evaluate the faithfulness and relevance of generated Answers

D.

To store vector representations of documents and search for relevant passages

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Questions 13

What advantage can you gain by leveraging different models from multiple providers through the SAP's generative Al hub?

Options:

A.

Get more training data for new models

B.

Train new models using SAP and non-SAP data

C.

Enhance the accuracy and relevance of Al applications that use SAP's data assets

D.

Design new product interfaces for SAP applications

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Questions 14

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.

Options:

A.

Configure the training pipeline using templates.

B.

Define the required infrastructure resources for training.

C.

Perform manual data integration with SAP HANA.

D.

Configure the model deployment in SAP Al Launchpad.

E.

Register the input dataset in SAP AI Core.

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Questions 15

What is Machine Learning (ML)?

Options:

A.

A subset of Al that focuses on enabling computer systems to learn and improve from experience or data.

B.

A statistical method for data processing that does not involve any Al techniques.

C.

A form of Al that only focuses on creating new content, including text, images, sound, and videos.

D.

A technology that equips machines with human-like capabilities such as problem-solving, visual perception, and decision-making.

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Questions 16

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?

Options:

A.

Chain-of-thought prompting

B.

Few-shot prompting

C.

Meta prompting

D.

One-shot prompting

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Questions 17

How can few-shot learning enhance LLM performance?

Options:

A.

By enhancing the model's computational efficiency

B.

By providing a large training set to improve generalization

C.

By reducing overfitting through regularization techniques

D.

By offering input-output pairs that exemplify the desired behavior

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Questions 18

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

Options:

A.

Create and edit prompts

B.

Provide personalized user interactions

C.

Interact with models through a conversational interface

D.

Access and manage saved prompts and their versions

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Questions 19

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

Options:

A.

They ensure workload separation for different tenants or departments.

B.

They enhance pipeline execution speeds through workload distribution.

C.

They enable simultaneous orchestration of Kubernetes clusters.

D.

They provide isolation for datasets and Al artifacts.

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Exam Code: C_AIG_2412
Exam Name: SAP Certified Associate - SAP Generative AI Developer
Last Update: Apr 20, 2025
Questions: 64

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