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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

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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