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SAP Certified Associate - SAP Generative AI Developer Sample Questions (Q19-Q24):

NEW QUESTION # 19
How does SAP ensure the enterprise-readiness of its Al solutions?

A. By using generic Al models without business context complying with Al ethics standards
B. By implementing rigorous product standards for Al capabilities
C. By ensuring that Al models make bias-free decisions without human input

Answer: B

NEW QUESTION # 20
Which neural network architecture is primarily used by LLMs?

A. Recurrent neural network architecture
B. Sequential encoder-decoder architecture
C. Transformer architecture with self-attention mechanisms
D. Convolutional Neural Networks (CNNs)

Answer: C

Explanation:
Large Language Models (LLMs) primarily utilize the Transformer architecture, which incorporates self- attention mechanisms.
1. Transformer Architecture:
* Overview:Introduced in 2017, the Transformer architecture revolutionized natural language processing by enabling models to handle long-range dependencies in text more effectively than previous architectures.
GeeksforGeeks
* Components:The Transformer consists of an encoder-decoder structure, where the encoder processes input sequences, and the decoder generates output sequences.
2. Self-Attention Mechanisms:
* Functionality:Self-attention allows the model to weigh the importance of different words in a sequence relative to each other, enabling it to capture contextual relationships regardless of their position.
* Benefits:This mechanism facilitates parallel processing of input data, improving computational efficiency and performance in understanding complex language patterns.
3. Application in LLMs:
* Model Examples:LLMs such as GPT-3 and BERT are built upon the Transformer architecture, leveraging self-attention to process and generate human-like text.
* Advantages:The Transformer architecture's ability to manage extensive context and dependencies makes it well-suited for tasks like language translation, summarization, and question-answering.

NEW QUESTION # 21
You want to download a json output for a prompt and the response.
Which of the following interfaces can you use in SAP's generative Al hub in SAP AI Launchpad?

A. Prompt management
B. Chat
C. Prompt Editor
D. Administration

Answer: A

NEW QUESTION # 22
What are the benefits of SAP's generative Al hub?
Note: There are 2 correct answers to this question.

A. Provide libraries for no-code development
B. Accelerate Al development with flexible access to a broad range of models
C. Build custom Al solutions and extend SAP applications
D. Send your data to various LLM providers for training feedback

Answer: B,C

NEW QUESTION # 23
What must be defined in an executable to train a machine learning model using SAP AI Core? Note:
There are 2 correct answers to this question.

A. Infrastructure resources such as CPUs or GPUs
B. Pipeline containers to be used
C. Deployment templates for SAP AI Launchpad
D. User scripts to manually execute pipeline steps

Answer: A,B

NEW QUESTION # 24
......

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SAP Certified Associate - SAP Generative AI Developer Sample Questions (Q19-Q24):

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