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Conversational AI with Rasa

You're reading from   Conversational AI with Rasa Build, test, and deploy AI-powered, enterprise-grade virtual assistants and chatbots

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Product type Paperback
Published in Oct 2021
Publisher Packt
ISBN-13 9781801077057
Length 264 pages
Edition 1st Edition
Tools
Concepts
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Authors (2):
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Xiaoquan Kong Xiaoquan Kong
Author Profile Icon Xiaoquan Kong
Xiaoquan Kong
Guan Wang Guan Wang
Author Profile Icon Guan Wang
Guan Wang
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Toc

Table of Contents (16) Chapters Close

Preface 1. Section 1: The Rasa Framework
2. Chapter 1: Introduction to Chatbots and the Rasa Framework FREE CHAPTER 3. Chapter 2: Natural Language Understanding in Rasa 4. Chapter 3: Rasa Core 5. Section 2: Rasa in Action
6. Chapter 4: Handling Business Logic 7. Chapter 5: Working with Response Selector to Handle Chitchat and FAQs 8. Chapter 6: Knowledge Base Actions to Handle Question Answering 9. Chapter 7: Entity Roles and Groups for Complex Named Entity Recognition 10. Chapter 8: Working Principles and Customization of Rasa 11. Section 3: Best Practices
12. Chapter 9: Testing and Production Deployment 13. Chapter 10: Conversation-Driven Development and Interactive Learning 14. Chapter 11: Debugging, Optimization, and Community Ecosystem 15. Other Books You May Enjoy

Understanding the community ecosystem of Rasa

Rasa only offers core infrastructure and does not offer additional tools to help developers build bots. Rasa focuses on solutions for NLU and dialogue management, however, to create a complete chatbot, we also need to work on data collection, data generation, data labeling, and so on. We can do this by writing scripts, but this is not friendly to developers.

There are some open source projects in the developer community that can help and may act as additional tools to work together with Rasa to build chatbots. We introduce some of those tools in the following subsections.

Data generation tool – Chatito

Chatito is a data generation tool that helps developers to generate data with the simple format of a Domain-Specific Language (DSL). A DSL is a computer language specially designed for a particular application domain. Using a DSL has many advantages, such as being much more expressive in their domain than general-purpose programming...

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