Explore the adoption of chatbots in business by focusing on the design, deployment, and continuous improvement of chatbots in a business, with a single use-case from the banking and insurance sector. This book starts by identifying the business processes in the banking and insurance industry. This i
Building an Enterprise Chatbot: Work with Protected Enterprise Data Using Open Source Frameworks
โ Scribed by Abhishek Singh, Karthik Ramasubramanian, Shrey Shivam
- Publisher
- Apress
- Year
- 2019
- Tongue
- English
- Leaves
- 399
- Edition
- 1st ed.
- Category
- Library
No coin nor oath required. For personal study only.
โฆ Synopsis
Explore the adoption of chatbots in business by focusing on the design, deployment, and continuous improvement of chatbots in a business, with a single use-case from the banking and insurance sector. This book starts by identifying the business processes in the banking and insurance industry. This involves data collection from sources such as conversations from customer service centers, online chats, emails, and other NLP sources. Youโll then design the solution architecture of the chatbot. Once the architecture is framed, the author goes on to explain natural language understanding (NLU), natural language processing (NLP), and natural language generation (NLG) with examples.
In the next sections, you'll design and implement the backend framework of a typical chatbot from scratch. You will also explore some popular open-source chatbot frameworks such as Dialogflow and LUIS. The authors then explain how you can integrate various third-party services and enterprise databases with the custom chatbot framework. In the final section, you'll discuss how to deploy the custom chatbot framework on the AWS cloud.
By the end of Building an Enterprise Chatbot, you will be able to design and develop an enterprise-ready conversational chatbot using an open source development platform to serve the end user.
What You Will Learn
- Identify business processes where chatbots could be used
- Focus on building a chatbot for one industry and one use-case rather than building a ubiquitous and generic chatbot
- Design the solution architecture for a chatbot
- Integrate chatbots with internal data sources using APIs
- Discover the differences between natural language understanding (NLU), natural language processing (NLP), and natural language generation (NLG)
- Work with deployment and continuous improvement through representational learning
Who This Book Is ForData scientists and enterprise architects who are currently looking to deploy chatbot solutions to their business.
โฆ Table of Contents
Front Matter ....Pages i-xxii
Processes in the Banking and Insurance Industries (Abhishek Singh, Karthik Ramasubramanian, Shrey Shivam)....Pages 1-18
Identifying the Sources of Data (Abhishek Singh, Karthik Ramasubramanian, Shrey Shivam)....Pages 19-33
Chatbot Development Essentials (Abhishek Singh, Karthik Ramasubramanian, Shrey Shivam)....Pages 35-53
Building a Chatbot Solution (Abhishek Singh, Karthik Ramasubramanian, Shrey Shivam)....Pages 55-69
Natural Language Processing, Understanding, and Generation (Abhishek Singh, Karthik Ramasubramanian, Shrey Shivam)....Pages 71-192
A Novel In-House Implementation of a Chatbot Framework (Abhishek Singh, Karthik Ramasubramanian, Shrey Shivam)....Pages 193-279
Introduction to Microsoft Bot, RASA, and Google Dialogflow (Abhishek Singh, Karthik Ramasubramanian, Shrey Shivam)....Pages 281-302
Chatbot Integration Mechanism (Abhishek Singh, Karthik Ramasubramanian, Shrey Shivam)....Pages 303-344
Deployment and a Continuous Improvement Framework (Abhishek Singh, Karthik Ramasubramanian, Shrey Shivam)....Pages 345-375
Back Matter ....Pages 377-385
โฆ Subjects
Computer Science; Computer Applications; Java
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