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Databricks Databricks-Generative-AI-Engineer-Associate Dumps Questions Answers

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Databricks-Generative-AI-Engineer-Associate
Last Update: May 16, 2025
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Exam Code:
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Multiple Choice Questions:
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The Databricks-Generative-AI-Engineer-Associate Exam is a certification that validates your ability to design and implement generative AI solutions using Databricks. It covers various aspects such as data preparation, application development, and model deployment.
The Databricks Certified Generative AI Engineer Associate exam is ideal for data scientists, machine learning engineers, and developers seeking to upskill in Generative AI using Databricks. It validates your ability to design, develop, and deploy LLM (Large Language Model) solutions on Databricks.

The Databricks Certified Generative AI Engineer Associate exam covers a comprehensive range of Generative AI concepts and Databricks-specific tools. Key areas include:

  • Design Applications (14%)
  • Data Preparation (14%)
  • Application Development (30%)
  • Assembling and Deploying Apps (22%)
  • Governance (8%)
  • Evaluation and Monitoring (12%)
The Databricks-Generative-AI-Engineer-Associate exam consists of 45 multiple-choice questions.
The Databricks-Generative-AI-Engineer-Associate exam duration is 90 minutes
You can prepare by reviewing the Databricks Certified Generative AI Engineer Associate guide, taking related training, and practicing with Databricks-Generative-AI-Engineer-Associate exam dumps and Databricks-Generative-AI-Engineer-Associate practice tests available on Marks4sure.

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Databricks Certified Generative AI Engineer Associate Questions and Answers

Questions 1

A Generative Al Engineer has successfully ingested unstructured documents and chunked them by document sections. They would like to store the chunks in a Vector Search index. The current format of the dataframe has two columns: (i) original document file name (ii) an array of text chunks for each document.

What is the most performant way to store this dataframe?

Options:

A.

Split the data into train and test set, create a unique identifier for each document, then save to a Delta table

B.

Flatten the dataframe to one chunk per row, create a unique identifier for each row, and save to a Delta table

C.

First create a unique identifier for each document, then save to a Delta table

D.

Store each chunk as an independent JSON file in Unity Catalog Volume. For each JSON file, the key is the document section name and the value is the array of text chunks for that section

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:

A.

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

B.

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

C.

Input: Customer reviews; Output: Classify review sentiment

D.

Input: Online chat logs; Output: Cancellation options

Questions 3

A Generative AI Engineer is building a RAG application that will rely on context retrieved from source documents that are currently in PDF format. These PDFs can contain both text and images. They want to develop a solution using the least amount of lines of code.

Which Python package should be used to extract the text from the source documents?

Options:

A.

flask

B.

beautifulsoup

C.

unstructured

D.

numpy

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