SAP C-AIG-2412 Free Exam & C-AIG-2412 Study Materials

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SAP Certified Associate - SAP Generative AI Developer Sample Questions (Q23-Q28):

NEW QUESTION # 23
Which neural network architecture is primarily used by LLMs?

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

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 # 24
What are some characteristics of the SAP generative Al hub? Note: There are 2 correct answers to this question.

A. It provides instant access to a wide range of large language models (LLMs).
B. It operates independently of SAP's partners and ecosystem.
C. It only supports traditional machine learning models.
D. It ensures relevant, reliable, and responsible business Al.

Answer: A,D

NEW QUESTION # 25
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. Maintaining data privacy by using data masking techniques
B. Creating custom evaluators that meet specific business needs
C. Providing metrics to quantitatively assess response quality
D. Automating prompt testing across various scenarios
E. Supporting low code evaluations using graphical user interface

Answer: B,C,D

NEW QUESTION # 26
What are some examples of generative Al technologies? Note: There are 2 correct answers to this question.

A. Foundation models
B. Rule-based algorithms
C. Al models that generate new content based on training data
D. Robotic process automation

Answer: A,C

NEW QUESTION # 27
Match the components of a Retrieval Augmented Generation architecture to the diagram.

Answer:

Explanation:

Explanation:
A screenshot of a computer Description automatically generated

NEW QUESTION # 28
......

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SAP C-AIG-2412 Free Exam & C-AIG-2412 Study Materials

C-AIG-2412 Free Exam - SAP C-AIG-2412 Study Materials: SAP Certified Associate - SAP Generative AI Developer Pass for Sure

SAP Certified Associate - SAP Generative AI Developer Sample Questions (Q23-Q28):

100% Free C-AIG-2412 – 100% Free Free Exam | Professional SAP Certified Associate - SAP Generative AI Developer Study Materials

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