AI-102 Question 428
Select 4You are tasked with implementing a generative AI solution for a customer service chatbot using Azure OpenAI Service. The chatbot needs to generate meaningful and contextually relevant responses to user queries. Which steps should you take to design and implement this solution correctly?
- A
Use the Azure OpenAI Service to deploy a GPT model and fine-tune it with domain-specific data.
- B
Integrate the deployed GPT model with an Azure Bot Service to enable conversational functionality.
- C
Train the GPT model from scratch using a large dataset of customer queries and responses.
- D
Implement content filtering and moderation tools to ensure generated responses comply with company policies.
- E
Leverage Azure Cognitive Search to retrieve relevant documents for query context and combine it with GPT outputs.
Show answer and explanation
Correct answers: A, B, D, E
Explanation
To implement a generative AI solution like a customer service chatbot, you should leverage Azure OpenAI Service to fine-tune a GPT model for domain-specific needs, integrate it with Azure Bot Service for conversational capabilities, and use tools like Azure Cognitive Search to retrieve relevant context. Additionally, content filtering ensures compliance with company policies. Training a model from scratch is not necessary due to the availability of pre-trained models in Azure OpenAI Service.
- A. Correct.
Correct: Fine-tuning a pre-trained GPT model with domain-specific data ensures the chatbot can generate responses relevant to the business context.
- B. Correct.
Correct: Integrating the GPT model with Azure Bot Service allows you to build a conversational interface for the chatbot.
- C. Incorrect.
Incorrect: Training a GPT model from scratch is unnecessary and resource-intensive, as Azure OpenAI Service provides pre-trained models that can be fine-tuned.
- D. Correct.
Correct: Content filtering and moderation are critical to ensure the chatbot adheres to compliance and avoids generating inappropriate responses.
- E. Correct.
Correct: Azure Cognitive Search can enhance the chatbot's performance by providing relevant context from existing documents, improving the quality of its responses.