Decoding Large Language Models

eBook Details:

• Paperback: 396 pages
• Publisher: WOW! eBook (October 31, 2024)
• Language: English
• ISBN-10: 1835084656
• ISBN-13: 978-1835084656

eBook Description:

Decoding Large Language Models: An exhaustive guide to understanding, implementing, and optimizing LLMs for NLP applications. Explore the architecture, development, and deployment strategies of large language models to unlock their full potential.

Ever wondered how large language models (LLMs) work and how they’re shaping the future of artificial intelligence? Written by a renowned author and AI, AR, and data expert, Decoding Large Language Models is a combination of deep technical insights and practical use cases that not only demystifies complex AI concepts, but also guides you through the implementation and optimization of LLMs for real-world applications.

You’ll learn about the structure of LLMs, how they’re developed, and how to utilize them in various ways. The chapters will help you explore strategies for improving these models and testing them to ensure effective deployment. Packed with real-life examples, this book covers ethical considerations, offering a balanced perspective on their societal impact. You’ll be able to leverage and fine-tune LLMs for optimal performance with the help of detailed explanations. You’ll also master techniques for training, deploying, and scaling models to be able to overcome complex data challenges with confidence and precision. This book will prepare you for future challenges in the ever-evolving fields of AI and NLP.

• Explore the architecture and components of contemporary LLMs
• Examine how LLMs reach decisions and navigate their decision-making process
• Implement and oversee LLMs effectively within your organization
• Master dataset preparation and the training process for LLMs
• Hone your skills in fine-tuning LLMs for targeted NLP tasks
• Formulate strategies for the thorough testing and evaluation of LLMs
• Discover the challenges associated with deploying LLMs in production environments
• Develop effective strategies for integrating LLMs into existing systems

By the end of this Decoding Large Language Models book, you’ll have gained a solid understanding of the architecture, development, applications, and ethical use of LLMs and be up to date with emerging trends, such as GPT-5.