Engineering Large Language Models: A Practical Guide from Design to Deployment

by Landon Scott

Discover the world of large language models with this comprehensive guide, designed to take you from the initial design stages to the final deployment. This book provides a practical approach to understanding the complexities and intricacies involved in engineering these powerful AI systems. Whether you are a seasoned professional or a curious beginner, this guide offers valuable insights and hands-on knowledge to help you navigate the challenges and opportunities in this cutting-edge field. The book begins by exploring the foundational concepts and principles that underpin large language models. You will learn about the different architectures, algorithms, and techniques used to create these models, as well as the various tools and frameworks available to support your work. Each chapter builds on the previous one, providing a structured and cohesive learning experience that ensures you gain a deep understanding of the subject matter. As you progress through the book, you will encounter real-world examples and case studies that illustrate the practical applications of large language models. These examples cover a wide range of industries and use cases, from natural language processing and sentiment analysis to machine translation and text generation. By examining these examples, you will see firsthand how large language models can be used to solve complex problems and drive innovation in various fields. One of the key strengths of this book is its focus on practical implementation. You will find detailed instructions and code snippets that guide you through the process of designing, training, and deploying large language models. The book also covers important topics such as model optimization, evaluation, and fine-tuning, ensuring that you have the skills needed to create high-performing and reliable models. This guide is a valuable resource for anyone looking to enhance their knowledge and skills in the field of large language models. It is particularly beneficial for data scientists, machine learning engineers, and AI researchers who want to stay up-to-date with the latest advancements and best practices. The book's clear and concise explanations, coupled with its practical approach, make it an indispensable tool for anyone working with large language models. By the end of this book, you will have a thorough understanding of the entire lifecycle of large language models, from design to deployment. You will be equipped with the knowledge and skills needed to tackle complex challenges and create impactful solutions using these powerful AI systems. Whether you are looking to advance your career or simply expand your understanding of this exciting field, this book is the perfect companion for your journey.

316 pages, Paperback

Published December 6, 2024

About the author

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See also: Fantasy author Landon Scott