Databricks Certified Generative AI Engineer Associate Exam Questions & Answers

All 27 questions

1. Q1 A Generative AI Engineer is designing a conversational AI for customer service. The AI must process queries and recommend actions based on…
2. Q2 A Generative AI Engineer is selecting a model for generating secure medical chatbot responses. Which feature is critical for ensuring data privacy?
3. Q3 A Generative AI Engineer must prioritize high-quality source documents for training a financial RAG system. Which sources should they focus on?
4. Q4 A Generative AI Engineer must control access to a deployed model serving endpoint. What techniques can they use to ensure secure access?
5. Q5 A Generative AI Engineer is tasked with training a chatbot to summarize long technical manuals. Many manuals contain redundant examples that inflate…
6. Q6 A Generative AI Engineer must prevent hallucinations in an LLM's responses to medical queries. What is the most effective technique?
7. Q7 A Generative AI Engineer is tasked with building a Vector Search index to handle document queries for a knowledge base. What steps…
8. Q8 A Generative AI Engineer is tasked with building a Retrieval-Augmented Generation (RAG) system for a healthcare organization. The system needs to retrieve…
9. Q9 A Generative AI Engineer is creating a pre- and post-processing pipeline for a PyFunc model. Why is this approach useful?
10. Q10 A Generative AI Engineer is tasked with deploying an application that takes advantage of a custom MLflow Pyfunc model to return some…
11. Q11 Which indicator should be considered to evaluate the safety of the LLM outputs when qualitatively assessing LLM responses for a translation use…
12. Q12 Why is it essential to evaluate an LLM's context length when integrating it into a document summarization pipeline?
13. Q13 A Generative AI Engineer is designing a QA system for a technical support platform. The system must include safeguards to avoid generating…
14. Q14 A Generative AI Engineer wants to build an LLM-based solution to help a restaurant improve its online customer experience with bookings by…
15. Q15 A Generative AI Engineer has developed a RAG application designed to answer questions about a series of fantasy novels discussed on the…
16. Q16 A Generative AI Engineer is tasked with selecting tools for a pipeline that converts text-based user reviews into categorized insights. The categories…
17. Q17 A Generative AI Engineer must register a custom LLM to Unity Catalog using MLflow. What are the key steps in this process?
18. Q18 A Generative AI Engineer must preprocess legal contracts before using them in a retrieval system. What step is most critical for improving…
19. Q19 A Generative AI Engineer must register an LLM in Unity Catalog using MLflow for better governance and reproducibility. What steps should they…
20. Q20 A Generative AI Engineer is tasked with designing a system that converts long academic papers into concise summaries for students. The system…
21. Q21 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…
22. Q22 A Generative AI Engineer is tasked with writing chunked user feedback data into Delta Lake tables. Which operation sequence ensures optimal data…
23. Q23 A Generative AI Engineer is building a conversational agent for a banking application. The agent must handle sensitive information securely. What is…
24. Q24 A Generative AI Engineer is tasked with coding a LangChain-based RAG application that queries a large dataset of financial reports. The dataset…
25. Q25 An AI model generates recommendations for customer queries but frequently suggests irrelevant products. What adjustment should an engineer prioritize?
26. Q26 A Generative AI Engineer is building a RAG application that will rely on context retrieved from source documents that are currently in…
27. Q27 A Generative AI Engineer must create a pipeline that retrieves financial reports and summarizes key performance metrics. The system must handle thousands…