Exam Name: Databricks Certified Generative AI Engineer Associate
Certification Provider: Databricks
Corresponding Certification: Generative AI Engineer
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Databricks Databricks-Generative-AI-Engineer-Associate Exam Syllabus Topics:
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Reference: https://www.databricks.com/learn/certification/genai-engineer-associate
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Databricks Certified Generative AI Engineer Associate Sample Questions:
A Generative Al Engineer at an automotive company would like to build a question-answering chatbot for customers to inquire about their vehicles. They have a database containing various documents of different vehicle makes, their hardware parts, and common maintenance information.
Which of the following components will NOT be useful in building such a chatbot?
- A. Embedding model
- B. Vector database
- C. Response-generating LLM
- D. Invite users to submit long, rather than concise, questions
Correct Answer: D 🗳️
Explanation: Only visible for 2Pass4sure members. You can sign-up / login (it's free).
A Generative AI Engineer is developing an agent system using a popular agent-authoring library. The agent comprises multiple parallel and sequential chains. The engineer encounters challenges as the agent fails at one of the steps, making it difficult to debug the root cause. They need to find an appropriate approach to research this issue and discover the cause of failure. Which approach do they choose?
- A. Run MLflow.evaluate to determine root cause of failed step.
- B. Implement structured logging within the agent ' s code to capture detailed execution information.
- C. Enable MLflow tracing to gain visibility into each agent ' s behavior and execution step.
- D. Deconstruct the agent into independent steps to simplify debugging.
Correct Answer: C 🗳️
Explanation: Only visible for 2Pass4sure members. You can sign-up / login (it's free).
A Generative Al Engineer is tasked with developing a RAG application that will help a small internal group of experts at their company answer specific questions, augmented by an internal knowledge base. They want the best possible quality in the answers, and neither latency nor throughput is a huge concern given that the user group is small and they're willing to wait for the best answer. The topics are sensitive in nature and the data is highly confidential and so, due to regulatory requirements, none of the information is allowed to be transmitted to third parties.
Which model meets all the Generative Al Engineer's needs in this situation?
- A. Llama2-70B
- B. Dolly 1.5B
- C. OpenAI GPT-4
- D. BGE-large
Correct Answer: D 🗳️
Explanation: Only visible for 2Pass4sure members. You can sign-up / login (it's free).
A Generative AI Engineer is testing a simple prompt template in LangChain using the code below, but is getting an error:
Python
from langchain.chains import LLMChain
from langchain_community.llms import OpenAI
from langchain_core.prompts import PromptTemplate
prompt_template = " Tell me a {adjective} joke "
prompt = PromptTemplate(input_variables=[ " adjective " ], template=prompt_template)
# ... (Error-prone section)
Assuming the API key was properly defined, what change does the Generative AI Engineer need to make to fix their chain?
- A. (Incorrect structure)
- B. (Incorrect structure)
- C. prompt_template = " Tell me a {adjective} joke "
prompt = PromptTemplate(input_variables=[ " adjective " ], template=prompt_template) llm = OpenAI() llm_chain = LLMChain(prompt=prompt, llm=llm) llm_chain.generate([{ " adjective " : " funny " }]) - D. (Incorrect structure)
Correct Answer: C 🗳️
Explanation: Only visible for 2Pass4sure members. You can sign-up / login (it's free).
A Generative Al Engineer is building a production-ready LLM system which replies directly to customers.
The solution makes use of the Foundation Model API via provisioned throughput. They are concerned that the LLM could potentially respond in a toxic or otherwise unsafe way. They also wish to perform this with the least amount of effort.
Which approach will do this?
- A. Host Llama Guard on Foundation Model API and use it to detect unsafe responses
- B. Add some LLM calls to their chain to detect unsafe content before returning text
- C. Add a regex expression on inputs and outputs to detect unsafe responses.
- D. Ask users to report unsafe responses
Correct Answer: A 🗳️
Explanation: Only visible for 2Pass4sure members. You can sign-up / login (it's free).
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