Understanding Large Language Models: Learning Their Underlying Concepts and Technologies by Thimira Amaratunga

- Understanding Large Language Models: Learning Their Underlying Concepts and Technologies
- Thimira Amaratunga
- Page: 156
- Format: pdf, ePub, mobi, fb2
- ISBN: 9798868800160
- Publisher: Apress
Understanding Large Language Models: Learning Their Underlying Concepts and Technologies
Free downloadable english textbooks Understanding Large Language Models: Learning Their Underlying Concepts and Technologies by Thimira Amaratunga (English Edition) CHM iBook
This book will teach you the underlying concepts of large language models (LLMs), as well as the technologies associated with them. The book starts with an introduction to the rise of conversational AIs such as ChatGPT, and how they are related to the broader spectrum of large language models. From there, you will learn about natural language processing (NLP), its core concepts, and how it has led to the rise of LLMs. Next, you will gain insight into transformers and how their characteristics, such as self-attention, enhance the capabilities of language modeling, along with the unique capabilities of LLMs. The book concludes with an exploration of the architectures of various LLMs and the opportunities presented by their ever-increasing capabilities—as well as the dangers of their misuse. After completing this book, you will have a thorough understanding of LLMs and will be ready to take your first steps in implementing them into your own projects. What You Will Learn • Grasp the underlying concepts of LLMs • Gain insight into how the concepts and approaches of NLP have evolved over the years • Understand transformer models and attention mechanisms • Explore different types of LLMs and their applications • Understand the architectures of popular LLMs • Delve into misconceptions and concerns about LLMs, as well as how to best utilize them Who This Book Is For Anyone interested in learning the foundational concepts of NLP, LLMs, and recent advancements of deep learning
Technical Overview - Machines and Society
Mechanisms behind GPT Models This section summarizes the mechanisms that drive the development of large language models, which ultimately pave the way for
Natural Language Processing Powering Large
Large language models show incredible capabilities. Learn about the technology behind them and how they came to be the powerful machines
A High-Level Overview Of Large Language Model
Discuss the concept of large language models (LLMs) and how they are implemented with a set of data to develop an application.
Exploring AI challenges: common limitations of large
The development and refinement of large language models, specifically the notable improvement in critical thinking and logical reasoning
The Magic Behind Large Language Models
Large language models learn from the training data, and can later be used to generate different kinds of text based on our input. They can be
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