NLP
⏱ ~3-min readAceMark GuideWhat this topic is really about
Language Understanding (LUIS) has been retired and migrated to the conversational language understanding (CLU) feature within Azure AI Language. While Azure Bot Service can integrate with CLU to build chatbots, it is a framework for bot development rather than the direct successor service for natural language understanding.
Azure AI Translator provides pre-built models that translate text across languages, including English to Hindi, via a simple API call. Training a custom translation model is unnecessary and complex for standard translations, while the Speech Service is designed for audio rather than text-to-text translation.
See the mechanism
Azure AI Language features sentiment analysis capabilities that detect positive, negative, or neutral tones in text documents like customer reviews. A diagram for this topic isn't available yet — the worked example below walks the same reasoning step by step.
An exam-style question, fully explained
To analyse sentiment in customer reviews, use:
- Identify what the question tests: To analyse sentiment in customer reviews, use:.
- Azure AI Language features sentiment analysis capabilities that detect positive, negative, or neutral tones in text documents like customer reviews.
- Azure Computer Vision is incorrect because it is designed for analyzing visual data, such as images and video, rather than text.
Traps the examiner sets
- Azure Computer Vision is incorrect because it is designed for analyzing visual data, such as images and video, rather than text.
Test your recall
Answer each from memory — you'll see instantly whether you're right and why.
Run a focused 10-question mini-mock on NLP and see it stick.
Practice more of this topic →