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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

Learning by doing – building an FAQ bot

In this section, the practical example has been designed to develop your practical understanding with regard to the concepts covered in the preceding sections.

We will create an FAQ bot based on a homemade toy-level dataset. This FAQ bot will answer questions for fresh graduates about participating in an interview at The Acme Corporation (a fictitious company from https://en.wikipedia.org/wiki/Acme_Corporation).

What are the features of our bot?

In this section, we will list all the functions this exercise project should provide. Let's start with the greeting and goodbye messages.

Handling greetings and goodbyes

Example #1: The bot responds to the user's greetings and provides a description of its own functions:

User: Hello!
Bot: Hello, I am Silly. I am a Rasa-based FAQ bot. I can help you with answering questions about the recruitment of fresh graduates for The Silly Company.

Example #2: The bot echoes...

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