what are the elements of language model training ?

 Elements:

1. Entities.

2. Utterances.

3. Intents.

we can achieve this by using the Azure cognitive service LUIS portal.

Entity is the word or phrase that is the focus of the utterances, as the word 'light'  in the utterance "Turn the lights on".

Intent is the action or task thats the user wants to execute. It reflects in utterances as a goal or purpose.

we can define intent as "Turn On" in the utterance "Turn the lights on".

Utterance is the user's input that your model needs to intrepret, like "Turn the lights on"  or "Turn on the lights".