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ChatGPT for Conversational AI and Chatbots

You're reading from   ChatGPT for Conversational AI and Chatbots Learn how to automate conversations with the latest large language model technologies

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Product type Paperback
Published in Jul 2024
Publisher Packt
ISBN-13 9781805129530
Length 250 pages
Edition 1st Edition
Tools
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Author (1):
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Adrian Thompson Adrian Thompson
Author Profile Icon Adrian Thompson
Adrian Thompson
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Table of Contents (15) Chapters Close

Preface 1. Part 1: Foundations of Conversational AI FREE CHAPTER
2. Chapter 1: An Introduction to Chatbots, Conversational AI, and ChatGPT 3. Chapter 2: Using ChatGPT with Conversation Design 4. Part 2: Using ChatGPT, Prompt Engineering, and Exploring LangChain
5. Chapter 3: ChatGPT Mastery – Unlocking Its Full Potential 6. Chapter 4: Prompt Engineering with ChatGPT 7. Chapter 5: Getting Started with LangChain 8. Chapter 6: Advanced Debugging, Monitoring, and Retrieval with LangChain 9. Part 3: Building and Enhancing ChatGPT-Powered Applications
10. Chapter 7: Vector Stores as Knowledge Bases for Retrieval-augmented Generation 11. Chapter 8: Creating Your Own LangChain Chatbot Example 12. Chapter 9: The Future of Conversational AI with LLMs 13. Index 14. Other Books You May Enjoy

Preface

Hello there!

Since its release in 2022, ChatGPT has taken the world by storm, ushering in the era of the Large Language Model (LLM), and revolutionizing the field of conversational AI.

This book, ChatGPT for Chatbots and Conversational AI: Leveraging advanced language models to revolutionize conversational experiences, is your comprehensive guide to understanding and mastering the latest advancements in conversational AI, with a special focus on OpenAI’s ChatGPT.

The advent of ChatGPT has marked a significant leap in the capabilities of chatbots and virtual assistants. Unlike traditional rule-based systems, LLMs generate human-like text based on the context provided. This allows for more fluid, natural, and contextually appropriate interactions, transforming the user experience in various applications from customer service to personal assistance.

In this book, we will explore how ChatGPT and LLMs are reshaping the landscape of conversational AI.

The content is structured to provide both theoretical insights and practical applications. We start with the basics, covering the evolution of chatbots and LLMs and their use in conversation design, as well as a solid introduction to ChatGPT and OpenAI’s models. We then move on to more advanced topics, including the latest techniques in prompt engineering, a deep dive into LangChain, the use of retrieval-augmented generation (RAG) systems, and the creation of your own sophisticated chatbot application.

There are still many thousands of conventional natural language understanding (NLU) powered systems in production and I know there are still many questions as to when, how, or whether you should transition to LLM-powered systems, which I’ll try to address by highlighting the challenges you may encounter and the strategies to overcome them.

Bringing your LLM applications into production involves more than just technical implementation. It requires robust evaluation strategies to ensure the models perform as expected in real-world scenarios. This book emphasizes the importance of continuous monitoring, rigorous testing, and iterative improvements to maintain high-quality interactions and user satisfaction.

Throughout the book, we emphasize real-world applications and use cases, ensuring that the concepts you learn are directly applicable to your projects. By the end of this journey, you will not only understand how to implement ChatGPT in various scenarios but also be prepared for future trends in the field.

This book stands out by providing a comprehensive overview of the ChatGPT landscape, combining the latest research with practical insights. We delve into foundational concepts, advanced techniques, innovative tools, and industry best practices, offering a clear roadmap for anyone aiming to develop sophisticated conversational applications using ChatGPT.

There is a lot to cover and it’s a rapidly changing landscape. Join me to unlock ChatGPT’s full potential for your conversational AI applications.

Happy reading!

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