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ChatGPT for Conversational AI and Chatbots: Learn how to automate conversations with the latest large language model technologies
- Length: 250 pages
- Edition: 1
- Language: English
- Publisher: Packt Publishing
- Publication Date: 2024-07-30
- ISBN-10: 1805129538
- ISBN-13: 9781805129530
Explore ChatGPT technologies to create state-of-the-art chatbots and voice assistants, and prepare to lead the AI revolution
Key Features
- Learn how to leverage ChatGPT to create innovative conversational AI solutions for your organization
- Harness LangChain and delve into step-by-step LLM application development for conversational AI
- Gain insights into security, privacy, and the future landscape of large language models and conversational AI
- Purchase of the print or Kindle book includes a free PDF eBook
Book Description
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.
What you will learn
- Gain a solid understanding of ChatGPT and its capabilities and limitations
- Understand how to use ChatGPT for conversation design
- Discover how to use advanced LangChain techniques, such as prompting, memory, agents, chains, vector stores, and tools
- Create a ChatGPT chatbot that can answer questions about your own data
- Develop a chatbot powered by ChatGPT API
- Explore the future of conversational AI, LLMs, and ChatGPT alternatives
Who this book is for
This book is for tech-savvy readers, conversational AI practitioners, engineers, product owners, business analysts, and entrepreneurs wanting to integrate ChatGPT into conversational experiences and explore the possibilities of this game-changing technology. Anyone curious about using internal data with ChatGPT and looking to stay up to date with the developments in large language models will also find this book helpful. Some expertise in coding and standard web design concepts would be useful, along with familiarity with conversational AI terminology, though not essential.
Table of Contents
- Introduction to Chatbots, Conversational AI, and ChatGPT
- Using ChatGPT with Conversation Design
- ChatGPT Mastery – Unlocking Its Full Potential
- Prompt Engineering and the ChatGPT API
- LangChain – Introduction and Getting Started
- Advanced LangChain – LangChain Debugging Techniques, Memory, Agents, and Tools
- Retrieval-Augmented Generation – Utilizing Vector Stores as a Knowledge Base
- Chatting About Your Data – Creating Your Own ChatGPT Application
- The Future of Conversational AI with LLMs