Expert Answers to Databricks Exam Databricks-Generative-AI-Engineer-Associate Questions

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Generative AI Engineer Databricks Certified Generative AI Engineer Associate

Databricks Certified Generative AI Engineer Associate

Last Update Oct 11, 2025
Total Questions : 61

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Questions 2

A Generative AI Engineer wants to build an LLM-based solution to help a restaurant improve its online customer experience with bookings by automatically handling common customer inquiries. The goal of the solution is to minimize escalations to human intervention and phone calls while maintaining a personalized interaction. To design the solution, the Generative AI Engineer needs to define the input data to the LLM and the task it should perform.

Which input/output pair will support their goal?

Options:

Input: Online chat logs; Output: Group the chat logs by users, followed by summarizing each user’s interactions

Input: Online chat logs; Output: Buttons that represent choices for booking details

Input: Customer reviews; Output: Classify review sentiment

Input: Online chat logs; Output: Cancellation options

Discussion 0

Questions 3

A Generative Al Engineer is building an LLM-based application that has an

important transcription (speech-to-text) task. Speed is essential for the success of the application

Which open Generative Al models should be used?

Options:

L!ama-2-70b-chat-hf

MPT-30B-lnstruct

DBRX

whisper-large-v3 (1.6B)

Discussion 0

Questions 4

When developing an LLM application, it’s crucial to ensure that the data used for training the model complies with licensing requirements to avoid legal risks.

Which action is NOT appropriate to avoid legal risks?

Options:

Reach out to the data curators directly before you have started using the trained model to let them know.

Use any available data you personally created which is completely original and you can decide what license to use.

Only use data explicitly labeled with an open license and ensure the license terms are followed.

Reach out to the data curators directly after you have started using the trained model to let them know.

Discussion 0

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Questions 5

A Generative Al Engineer is tasked with developing an application that is based on an open source large language model (LLM). They need a foundation LLM with a large context window.

Which model fits this need?

Options:

DistilBERT

MPT-30B

Llama2-70B

DBRX

Discussion 0

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databricks.exams.lab.exactprep databricks-generative-ai-engineer-associate questions.by ayzel.q45.vce.pdf

2025-10-04