Visit here for our full Databricks Certified Generative AI Engineer Associate exam dumps and practice test questions. Question 181: What is the primary purpose of prompt templates in generative AI applications? A) To randomly generate prompts without structure B) To create reusable structured formats for consistent prompt generation across use cases C) To eliminate all […]

Visit here for our full Databricks Certified Generative AI Engineer Associate exam dumps and practice test questions. Question 161:  Which technique is most effective for handling multi-turn conversations in chatbot applications? A) Processing each turn independently B) Maintaining conversation history in the context window C) Increasing model temperature D) Using smaller models Answer: B Explanation: […]

Visit here for our full Databricks Certified Generative AI Engineer Associate exam dumps and practice test questions. Question 141:  A generative AI engineer needs to implement semantic caching to reduce API calls for similar queries. Which component determines if a new query is similar enough to use a cached response? A) Exact string matching B) […]

Visit here for our full Databricks Certified Generative AI Engineer Associate exam dumps and practice test questions. Question 121 Which Databricks feature enables collaborative development of generative AI applications with version control? A) Standalone notebooks only B) Databricks Repos with Git integration C) Local file system only D) Manual file copying Answer: B Explanation: Databricks […]

Visit here for our full Databricks Certified Generative AI Engineer Associate exam dumps and practice test questions. Question 101 A generative AI engineer needs to implement a multi-stage RAG pipeline with query rewriting, retrieval, reranking, and generation. Which framework component helps orchestrate this complex workflow? A) LangChain chains or custom pipelines with sequential steps B) […]

Visit here for our full Databricks Certified Generative AI Engineer Associate exam dumps and practice test questions. Question 81:  What is the primary purpose of prompt engineering in generative AI applications? A) To physically build AI hardware B) To design and optimize text inputs that guide models to generate desired outputs C) To delete training […]

Visit here for our full Databricks Certified Generative AI Engineer Associate exam dumps and practice test questions. Question 61:  Which technique is most effective for reducing hallucinations in large language model outputs? A) Increasing model temperature B) Retrieval Augmented Generation (RAG) C) Using smaller models D) Reducing context window size Answer: B Explanation: Retrieval Augmented […]

Visit here for our full Databricks Certified Generative AI Engineer Associate exam dumps and practice test questions. Question 41:  A generative AI engineer needs to implement a RAG system that retrieves relevant context from a vector database before generating responses. Which component is responsible for converting user queries into vector embeddings? A) Large language model […]

Visit here for our full Databricks Certified Generative AI Engineer Associate exam dumps and practice test questions. Question 21 Which component in a Retrieval-Augmented Generation (RAG) system is responsible for converting text into numerical representations? A) Query processor B) Embedding model C) Language model D) Document parser Answer: B Explanation: Embedding models convert text into […]

Visit here for our full Databricks Certified Generative AI Engineer Associate exam dumps and practice test questions. Question 1 A generative AI engineer needs to implement a Large Language Model (LLM) application that retrieves relevant context from a company’s documentation before generating responses. Which architectural pattern is most appropriate for this use case? A) Retrieval […]