Microsoft Azure AI Fundamentals (AI-900)Describe features of Natural Language Processing (NLP) workloads on AzureMedium
A customer support department wants to build an AI solution that can automatically generate concise responses to frequently asked questions based on a large knowledge base of existing answers. Which NLP capability would be most beneficial for generating these responses?
- AAnomaly Detection
- BText Classification
- CText Generation
- DLanguage Understanding (LUIS)
Show answer & explanationAnswer & explanation
Correct answer: C. Text Generation
Text Generation is the NLP capability focused on producing human-like text, which is exactly what's needed to create concise responses to FAQs. It can synthesize information from a knowledge base into new, coherent sentences.
Why the other options are wrong
- A. Anomaly Detection identifies unusual patterns or outliers in data, unrelated to text creation.
- B. Text Classification assigns predefined categories to text, not generates new text.
- D. LUIS helps an application understand natural language commands, not generate responses.
Text Generation
The NLP task of automatically producing human-like text, often based on a given input or context.
- Creates new, original text.
- Used in chatbots, content creation, summarization.
- Leverages deep learning models.
Memory trick: Generate text, like a robot author.