How can you build a conversational agent using Rasa NLU pipelines

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With the help of code, can you explain how you can build a conversational agent using Rasa NLU pipelines?
Dec 27, 2024 in Generative AI by Ashutosh
• 14,620 points
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1 answer to this question.

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To build a conversational agent using Rasa NLU pipelines, define intents and entities, and configure a pipeline in the config.yml. Train the model and use it for prediction. 

Here are the steps you can refer to:

  • Define Pipeline in config.yml
  • Define Intents and Entities in nlu.yml
  • Train and Run the Model
  • Python Script for Interaction
Here are the code snippets for the above steps:
In the above code, we are using the following approaches:
  • Pipeline Setup: Configure tokenization, featurization, and intent/entity classification.
  • Training Data: Define intents and examples in nlu.yml.
  • Usage: Train the model and use it to interpret user inputs for conversation.
Hence, by referring to the above, you can build a conversational agent using Rasa NLU pipelines.
answered Dec 27, 2024 by nidhi jha

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