Bộ sách luyện thi ETS 2023 LC&RC
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Get to grips with the LangChain framework to
develop production-ready applications, including agents and personal
assistants, integrating with web searches, and code execution.
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 Bard. It also
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
• Understand LLMs, their strengths and limitations
• Grasp generative AI fundamentals and industry trends
• 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 LLMs. Basic knowledge of Python is a prerequisite, while
Thể loại:Computers - Artificial Intelligence (AI)
Năm:2024
In lần thứ:1
Nhà xuát bản:Packt Publishing - ebooks Account
Ngôn ngữ:english
Trang:361
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