Databricks Generative AI Engineer Associate Question 30
Select 3A retail company wants to use a generative AI model to recommend personalized product descriptions for its e-commerce platform. The company has provided the following requirements: input should be customer profile data (age, preferences, browsing history), and the output should be product descriptions tailored to the customer's interests. Which of the following steps are crucial for translating this business use case into inputs and outputs for the AI pipeline?
- A
Define the structure and format of customer profile data that will serve as model input.
- B
Determine how to collect real-time feedback from customers on the generated descriptions.
- C
Identify the evaluation metrics to measure the quality and relevance of the product descriptions.
- D
Specify the expected format and constraints for the model's output (e.g., text length, tone).
- E
Develop a marketing strategy for promoting the use of AI-powered product descriptions.
Show answer and explanation
Correct answers: A, C, D
Explanation
Translating a business use case into an AI pipeline requires clearly defining the inputs (e.g., data type, structure) and outputs (e.g., format, constraints), as well as determining how to measure the quality of the outputs. These steps ensure the pipeline aligns with the business goals and delivers the desired results.
- A. Correct.
Defining the structure and format of customer profile data is essential to ensure that the AI pipeline can process the input correctly.
- B. Incorrect.
While collecting real-time feedback is valuable for improving the system over time, it is not part of the initial step of translating the business use case into inputs and outputs.
- C. Correct.
Identifying evaluation metrics is critical to ensure the generated outputs align with business goals and are of acceptable quality.
- D. Correct.
Specifying the expected format and constraints for the model's output ensures the generated descriptions meet the company's requirements.
- E. Incorrect.
Developing a marketing strategy is not directly related to defining the inputs and outputs for the AI pipeline.