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 Overview:
| Certification Vendor: | Databricks |
|---|---|
| Exam Name: | Databricks Certified Generative AI Engineer Associate |
| Exam Number: | Databricks-Generative-AI-Engineer-Associate |
| Related Certifications: | Databricks Certified Data Engineer Associate Databricks Certified Machine Learning Associate |
| Certificate Validity Period: | 2 years |
| Exam Duration: | 90 minutes |
| Exam Format: | Multiple choice, Multiple select |
| Real Exam Qty: | 45-60 |
| Exam Price: | USD 200 |
| Available Languages: | English |
| Recommended Training: | Mosaic AI Documentation Databricks Academy - Generative AI Courses |
| Exam Registration: | Databricks Certification Portal |
| Sample Questions: | DOWNLOAD DEMO |
| Exam Way: | Online proctored exam |
| Pre Condition: | No strict prerequisites, but experience with Python, machine learning fundamentals, and Databricks platform is recommended. |
| Official Syllabus URL: | https://www.databricks.com/learn/certification |
Databricks Databricks-Generative-AI-Engineer-Associate Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| Foundations of Generative AI | - Large Language Models (LLMs)
|
| Responsible AI and Governance | - AI safety and ethics
|
| Databricks Mosaic AI Platform | - Model development and serving
|
| Prompt Engineering | - Prompt evaluation
|
| Retrieval-Augmented Generation (RAG) | - RAG architecture
|
Databricks Databricks-Generative-AI-Engineer-Associate Exam — Read This First
Registration for the Databricks Certified Generative AI Engineer Associate goes through these official channels:
One scheduling detail: the Databricks-Generative-AI-Engineer-Associate exam is delivered Online proctored exam — plan accordingly when you book.
The Databricks-Generative-AI-Engineer-Associate exam — officially the Databricks Certified Generative AI Engineer Associate — is Databricks's certification test for professionals working with its technologies, and passing it earns the Databricks Certified Generative AI Engineer Associate certification at the Associate level. Because it is vendor-issued and skills-based, employers can compare candidates on it directly — that is what keeps it valuable. It also connects naturally to Databricks Certified Data Engineer Associate, Databricks Certified Machine Learning Associate.
Yes — ActualTestsIT publishes a free PDF demo of the Databricks-Generative-AI-Engineer-Associate practice questions, printable if you prefer paper, so you can evaluate the content and verified answers before paying anything. Once you purchase, 365 days of free updates are included, and if the product expires, the update service renews at a 50% discount from your member zone.
The Databricks Certified Generative AI Engineer Associate syllabus spans 5 domains, led by Databricks Mosaic AI Platform, Responsible AI and Governance, and Foundations of Generative AI. The complete weighted outline is in the syllabus section above — it is the map your preparation should follow.
No strict prerequisites, but experience with Python, machine learning fundamentals, and Databricks platform is recommended.
Vendor criteria do change, so before scheduling, verify the latest requirements on the official Databricks exam page.
Databricks lists these training resources for the Databricks Certified Generative AI Engineer Associate:
Formal training teaches the concepts; offline-capable practice makes them available whenever you have a spare ten minutes. Add 94 practice questions from ActualTestsIT to either resource and preparation stops depending on free weekends.
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You will face 45-60 questions within 90 minutes on the Databricks-Generative-AI-Engineer-Associate exam. That ratio makes time management a scored skill, and it is best trained offline where you cannot be distracted: run timed mocks in the ActualTestsIT Windows engine or app, and let the pacing rhythm settle in before exam day.
Databricks Certified Generative AI Engineer Associate Sample Questions:
A Generative Al Engineer is using an LLM to classify species of edible mushrooms based on text descriptions of certain features. The model is returning accurate responses in testing and the Generative Al Engineer is confident they have the correct list of possible labels, but the output frequently contains additional reasoning in the answer when the Generative Al Engineer only wants to return the label with no additional text.
Which action should they take to elicit the desired behavior from this LLM?
- A. Use few snot prompting to instruct the model on expected output format
- B. Use zero shot prompting to instruct the model on expected output format
- C. Use a system prompt to instruct the model to be succinct in its answer
- D. Use zero shot chain-of-thought prompting to prevent a verbose output format
Correct Answer: C 🗳️
Explanation: Only visible for ActualTestsIT members. You can sign-up / login (it's free).
A Generative AI Engineer is building a RAG application that will rely on context retrieved from source documents that are currently in PDF format. These PDFs can contain both text and images. They want to develop a solution using the least amount of lines of code.
Which Python package should be used to extract the text from the source documents?
- A. beautifulsoup
- B. unstructured
- C. numpy
- D. flask
Correct Answer: A 🗳️
Explanation: Only visible for ActualTestsIT members. You can sign-up / login (it's free).
Which indicator should be considered to evaluate the safety of the LLM outputs when qualitatively assessing LLM responses for a translation use case?
- A. The accuracy and relevance of the responses
- B. The latency of the response and the length of text generated
- C. The ability to generate responses in code
- D. The similarity to the previous language
Correct Answer: A 🗳️
Explanation: Only visible for ActualTestsIT members. You can sign-up / login (it's free).
A Generative Al Engineer is creating an LLM system that will retrieve news articles from the year 1918 and related to a user ' s query and summarize them. The engineer has noticed that the summaries are generated well but often also include an explanation of how the summary was generated, which is undesirable.
Which change could the Generative Al Engineer perform to mitigate this issue?
- A. Revisit their document ingestion logic, ensuring that the news articles are being ingested properly.
- B. Tune the chunk size of news articles or experiment with different embedding models.
- C. Split the LLM output by newline characters to truncate away the summarization explanation.
- D. Provide few shot examples of desired output format to the system and/or user prompt.
Correct Answer: D 🗳️
Explanation: Only visible for ActualTestsIT members. You can sign-up / login (it's free).
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?
- A. Please provide your age, recent activities, and any other symptoms you have noticed along with your headaches and dizziness.
- B. Headaches can be tough. Hope you feel better soon!
- C. Please call your local emergency services.
- D. Here are a few relevant articles for your browsing. Let me know if you have questions after reading them.
Correct Answer: C 🗳️
Explanation: Only visible for ActualTestsIT members. You can sign-up / login (it's free).
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