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desc:Learn more about open-source natural language processing library Rasa NLU for intent classification and entity extraction in on premise chatbots.

Build contextual chatbots and AI assistants with Rasa

Note

These docs are for Rasa 1.0 and later. Docs for older versions are at http://legacy-docs.rasa.com.

This is the documentation for version |release| of Rasa. Please make sure you are reading the documentation that matches the version you have installed.

Rasa is an open source machine learning framework for automated text and voice-based conversations. Understand messages, hold conversations, and connect to messaging channels and APIs.

.. toctree::
   :maxdepth: 1
   :caption: User Guide
   :hidden:

   user-guide/installation
   user-guide/rasa-tutorial
   user-guide/command-line-interface
   user-guide/architecture
   user-guide/messaging-and-voice-channels
   user-guide/evaluating-models
   user-guide/validate-files
   user-guide/running-the-server
   user-guide/running-rasa-with-docker
   user-guide/cloud-storage


.. toctree::
   :maxdepth: 1
   :caption: NLU
   :hidden:

   About <nlu/about>
   nlu/using-nlu-only
   nlu/training-data-format
   nlu/choosing-a-pipeline
   nlu/language-support
   nlu/entity-extraction
   nlu/components


.. toctree::
   :maxdepth: 1
   :caption: Core
   :hidden:

   About <core/about>
   core/stories
   core/domains
   core/responses
   core/actions
   core/policies
   core/slots
   core/forms
   core/retrieval-actions
   core/interactive-learning
   core/fallback-actions
   core/knowledge-bases


.. toctree::
   :maxdepth: 1
   :caption: Conversation Design
   :hidden:

   dialogue-elements/dialogue-elements
   dialogue-elements/small-talk
   dialogue-elements/completing-tasks
   dialogue-elements/guiding-users


.. toctree::
   :maxdepth: 1
   :hidden:
   :caption: API Reference

   api/action-server
   api/http-api
   api/jupyter-notebooks
   api/agent
   api/custom-nlu-components
   api/events
   api/tracker
   api/tracker-stores
   api/event-brokers
   api/training-data-importers
   api/featurization
   migration-guide
   changelog


.. toctree::
   :maxdepth: 1
   :hidden:
   :caption: Migrate from (beta)

   Dialogflow <migrate-from/google-dialogflow-to-rasa>
   Wit.ai <migrate-from/facebook-wit-ai-to-rasa>
   LUIS <migrate-from/microsoft-luis-to-rasa>
   IBM Watson <migrate-from/ibm-watson-to-rasa>


.. toctree::
   :maxdepth: 1
   :hidden:
   :caption: Reference

   glossary