Everything You Need to Pass: databricks CERTIFIED_GENERATIVE_AI_ENGINEER_ASSOCIATE

A Generative Al Engineer has created a RAG application to look up answers to questions about a series of fantasy novels that are being asked on the author’s web forum. The fantasy novel texts are chunked and embedded into a vector store with metadata (page number, chapter number, book title), retrieved with the user’s query, and provided to an LLM for response generation. The Generative AI Engineer used their intuition to pick the chunking strategy and associated configurations but now wants to more methodically choose the best values.Which TWO strategies should the Generative AI Engineer take to optimize their chunking strategy and parameters? (Choose two.)

A Generative AI Engineer just deployed an LLM application at a digital marketing company that assists with answering customer service inquiries.Which metric should they monitor for their customer service LLM application in production?

A Generative AI Engineer is building a Generative AI system that suggests the best matched employee team member to newly scoped projects. The team member is selected from a very large team. The match should be based upon project date availability and how well their employee profile matches the project scope. Both the employee profile and project scope are unstructured text.How should the Generative Al Engineer architect their system?

A Generative AI Engineer is designing a RAG application for answering user questions on technical regulations as they learn a new sport.What are the steps needed to build this RAG application and deploy it?

A Generative AI Engineer has a provisioned throughput model serving endpoint as part of a RAG application and would like to monitor the serving endpoint’s incoming requests and outgoing responses. The current approach is to include a micro-service in between the endpoint and the user interface to write logs to a remote server.Which Databricks feature should they use instead which will perform the same task?

A Generative Al Engineer is tasked with improving the RAG quality by addressing its inflammatory outputs.Which action would be most effective in mitigating the problem of offensive text outputs?