Databricks Generative AI Engineer Associate Question 15
Select 3A retail company wants to implement a generative AI solution to improve customer engagement on their e-commerce platform. Their goal is to generate personalized product recommendations and answer customer queries in real-time. Which model tasks should be selected to meet this requirement?
- A
Language modeling
- B
Text classification
- C
Recommendation systems
- D
Question answering
- E
Image generation
Show answer and explanation
Correct answers: A, C, D
Explanation
The retail company’s business requirement involves generating personalized recommendations and answering real-time customer queries. To achieve this, tasks like language modeling, recommendation systems, and question answering are necessary. Language modeling underpins the generation of coherent and contextually relevant responses, recommendation systems handle personalized product suggestions, and question answering addresses the need for real-time customer query responses. Other tasks like text classification and image generation do not align directly with the stated goals.
- A. Correct.
Language modeling is a fundamental task for generative AI and is often used for generating coherent and contextually relevant text, which is necessary for tasks like personalized recommendations and answering customer queries.
- B. Incorrect.
Text classification is used to categorize text into predefined groups. While useful in some contexts, it is not directly related to generating personalized recommendations or answering real-time customer queries.
- C. Correct.
Recommendation systems are directly relevant here, as they are designed to suggest personalized products to users based on their preferences and behavior.
- D. Correct.
Question answering is directly relevant to the requirement of answering customer queries in real-time. This task enables the model to interpret and respond to user questions effectively.
- E. Incorrect.
Image generation focuses on creating visual content and is not relevant to the given requirement of personalized recommendations and answering queries.