2024 EDITION – GET TO GRIPS WITH THE LANGCHAIN FRAMEWORK TO DEVELOP
PRODUCTION-READY APPLICATIONS, INCLUDING AGENTS AND PERSONAL
ASSISTANTS. THE 2024 EDITION FEATURES UPDATED CODE EXAMPLES AND AN
IMPROVED GITHUB REPOSITORY. GET WITH YOUR BOOK: PDF COPY, AI
ASSISTANT, AND NEXT-GEN READER FREE
KEY FEATURES
* Learn how to leverage LangChain to work around LLMs’ inherent
weaknesses
* Delve into LLMs with LangChain and explore their fundamentals,
ethical dimensions, and application challenges
* Get better at using ChatGPT and GPT models, from heuristics and
training to scalable deployment, empowering you to transform ideas
into reality
BOOK DESCRIPTION
ChatGPT and the GPT models by OpenAI have brought about a revolution
not only in how we write and research but also in how we can process
information. This book discusses the functioning, capabilities, and
limitations of LLMs underlying chat systems, including ChatGPT and
Gemini. It demonstrates, in a series of practical examples, how to use
the LangChain framework to build production-ready and responsive LLM
applications for tasks ranging from customer support to software
development assistance and data analysis – illustrating the
expansive utility of LLMs in real-world applications. Unlock the full
potential of LLMs within your projects as you navigate through
guidance on fine-tuning, prompt engineering, and best practices for
deployment and monitoring in production environments. Whether you're
building creative writing tools, developing sophisticated chatbots, or
crafting cutting-edge software development aids, this book will be
your roadmap to mastering the transformative power of generative AI
with confidence and creativity.
WHAT YOU WILL LEARN
* Create LLM apps with LangChain, like question-answering systems and
chatbots
* Understand transformer models and attention mechanisms
* Automate data analysis and visualization using pandas and Python
* Grasp prompt engineering to improve performance
* Fine-tune LLMs and get to know the tools to unleash their power
* Deploy LLMs as a service with LangChain and apply evaluation
strategies
* Privately interact with documents using open-source LLMs to prevent
data leaks
WHO THIS BOOK IS FOR
The book is for developers, researchers, and anyone interested in
learning more about LangChain. Whether you are a beginner or an
experienced developer, this book will serve as a valuable resource if
you want to get the most out of LLMs using LangChain. Basic knowledge
of Python is a prerequisite, while prior exposure to machine learning
will help you follow along more easily.
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Produktdetaljer
ISBN
9781835088364
Publisert
2023
Utgave
1. utgave
Utgiver
Packt Publishing
Språk
Product language
Engelsk
Format
Product format
Digital bok
Forfatter