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Generative AI with LangChain

You're reading from   Generative AI with LangChain Build large language model (LLM) apps with Python, ChatGPT, and other LLMs

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Product type Paperback
Published in Dec 2023
Publisher Packt
ISBN-13 9781835083468
Length 368 pages
Edition 1st Edition
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Author (1):
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Ben Auffarth Ben Auffarth
Author Profile Icon Ben Auffarth
Ben Auffarth
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Table of Contents (13) Chapters Close

Preface 1. What Is Generative AI? 2. LangChain for LLM Apps FREE CHAPTER 3. Getting Started with LangChain 4. Building Capable Assistants 5. Building a Chatbot Like ChatGPT 6. Developing Software with Generative AI 7. LLMs for Data Science 8. Customizing LLMs and Their Output 9. Generative AI in Production 10. The Future of Generative Models 11. Other Books You May Enjoy
12. Index

The current state of generative AI

As discussed in this book, in recent years, generative AI models have attained new milestones in producing human-like content across modalities including text, images, audio, and video. Leading models like OpenAI’s GPT-4 and DALL-E 2, and Anthropic’s Claude display impressive fluency in content generation, be it textual or creative visual artistry.

Between 2022 and 2023, AI models have made significant progress, producing high-quality 3D images, videos, and coherent text rivaling human fluency. Leveraging large datasets and computational power, these models can understand language, translate, summarize, create art, and describe images. They mimic human creativity by generating original art, poetry, and human-level prose, and synthesizing information from diverse sources. However, these models also have weaknesses. They often produce plausible but incorrect statements and struggle with mathematical, logical, or causal reasoning....

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