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databricks CERTIFIED_GENERATIVE_AI_ENGINEER_ASSOCIATE

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Exam contains 56 questions

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Question 19 🔥

A Generative AI Engineer is creating an agent-based LLM system for their favorite monster truck team. The system can answer text based questions about the monster truck team, lookup event dates via an API call, or query tables on the team’s latest standings.How could the Generative AI Engineer best design these capabilities into their system?

Which database solution meets these requirements?
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Question 20 🔥

A Generative Al Engineer is responsible for developing a chatbot to enable their company’s internal HelpDesk Call Center team to more quickly find related tickets and provide resolution. While creating the GenAI application work breakdown tasks for this project, they realize they need to start planning which data sources (either Unity Catalog volume or Delta table) they could choose for this application. They have collected several candidate data sources for consideration: call_rep_history: a Delta table with primary keys representative_id, call_id. This table is maintained to calculate representatives’ call resolution from fields call_duration and call start_time. transcript Volume: a Unity Catalog Volume of all recordings as a *.wav files, but also a text transcript as *.txt files. call_cust_history: a Delta table with primary keys customer_id, cal1_id. This table is maintained to calculate how much internal customers use the HelpDesk to make sure that the charge back model is consistent with actual service use. call_detail: a Delta table that includes a snapshot of all call details updated hourly. It includes root_cause and resolution fields, but those fields may be empty for calls that are still active. maintenance_schedule – a Delta table that includes a listing of both HelpDesk application outages as well as planned upcoming maintenance downtimes.They need sources that could add context to best identify ticket root cause and resolution.Which TWO sources do that? (Choose two.)

Which database solution meets these requirements?
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Question 21 🔥

Generative AI Engineer at an electronics company just deployed a RAG application for customers to ask questions about products that the company carries. However, they received feedback that the RAG response often returns information about an irrelevant product.What can the engineer do to improve the relevance of the RAG’s response?

Which database solution meets these requirements?
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Question 22 🔥

A Generative AI Engineer is developing a chatbot designed to assist users with insurance-related queries. The chatbot is built on a large language model (LLM) and is conversational. However, to maintain the chatbot’s focus and to comply with company policy, it must not provide responses to questions about politics. Instead, when presented with political inquiries, the chatbot should respond with a standard message:“Sorry, I cannot answer that. I am a chatbot that can only answer questions around insurance.”Which framework type should be implemented to solve this?

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Question 23 🔥

A Generative AI Engineer I using the code below to test setting up a vector store:Assuming they intend to use Databricks managed embeddings with the default embedding model, what should be the next logical function call?

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Question 24 🔥

A Generative AI Engineer is developing a patient-facing healthcare-focused chatbot. If the patient’s question is not a medical emergency, the chatbot should solicit more information from the patient to pass to the doctor’s office and suggest a few relevant pre-approved medical articles for reading. If the patient’s question is urgent, direct the patient to calling their local emergency services.Given the following user input:“I have been experiencing severe headaches and dizziness for the past two days.”Which response is most appropriate for the chatbot to generate?

Which database solution meets these requirements?
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