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ChatGPT for Conversational AI and Chatbots

ChatGPT for Conversational AI and Chatbots

By : Adrian Thompson
5 (3)
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ChatGPT for Conversational AI and Chatbots

ChatGPT for Conversational AI and Chatbots

5 (3)
By: Adrian Thompson

Overview of this book

ChatGPT for Conversational AI and Chatbots is a definitive resource for exploring conversational AI, ChatGPT, and large language models. This book introduces the fundamentals of ChatGPT and conversational AI automation. You’ll explore the application of ChatGPT in conversation design, the use of ChatGPT as a tool to create conversational experiences, and a range of other practical applications. As you progress, you’ll delve into LangChain, a dynamic framework for LLMs, covering topics such as prompt engineering, chatbot memory, using vector stores, and validating responses. Additionally, you’ll learn about creating and using LLM-enabling tools, monitoring and fine tuning, LangChain UI tools such as LangFlow, and the LangChain ecosystem. You’ll also cover popular use cases, such as using ChatGPT in conjunction with your own data. Later, the book focuses on creating a ChatGPT-powered chatbot that can comprehend and respond to queries directly from your unique data sources. The book then guides you through building chatbot UIs with ChatGPT API and some of the tools and best practices available. By the end of this book, you’ll be able to confidently leverage ChatGPT technologies to build conversational AI solutions.
Table of Contents (15 chapters)
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1
Part 1: Foundations of Conversational AI
4
Part 2: Using ChatGPT, Prompt Engineering, and Exploring LangChain
9
Part 3: Building and Enhancing ChatGPT-Powered Applications

Working with practical applications of ChatGPT in conversation design

From our understanding of the tasks that need to be carried out for conversation design, it’s easy to see that in some areas, we can leverage ChatGPT to help complete them. Some of the most popular conversation design tools also supply the ability to carry out these tasks as part of their functionality.

Tip

Remember that ChatGPT is a conversation design tool, not a replacement for conversation design best practices.

Intent clustering with ChatGPT

Intents are the core concept of most traditional conversational AI agents. The intent is there to define the intention of the user, and each intent needs to have a set of utterances to fire this intent. Many conversational AI implementations start with large volumes of live chat data, voice transcripts, or other unstructured text data, which will form the basis of the tasks or intents that a chatbot or voice interface will need to support.

How can intent...

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