Large Language Model

Theoretical Concept

Large Language Models is an in-depth, academically grounded exploration of one of the most transformative developments in Artificial Intelligence: the emergence and evolution of large language models (LLMs). Authored by Ajit Singh—an experienced educator, researcher, and technologist—the book offers a balanced fusion of theoretical clarity and real-world relevance, serving as both a foundational textbook and a practical guide for students, educators, and AI enthusiasts.

The book is designed with an academic audience in mind, particularly B.Tech, M.Tech, MCA, and other undergraduate and postgraduate learners specializing in Computer Science, Artificial Intelligence, or Data Science. Its structure aligns with syllabi from leading global institutions like MIT, Stanford, IITs, and ETH Zurich. However, the book’s appeal extends far beyond the classroom—it is equally suited for industry professionals seeking to deepen their understanding of LLMs or pivot into AI research and development.

Organized into ten comprehensive chapters, Large Language Models provides a progressive learning experience. It begins with a historical and conceptual introduction to Natural Language Processing (NLP) and the evolution of language models, followed by core principles of machine learning as applied to language, including probability, linear algebra, neural networks, embeddings, and sequence modeling. It then delves into the revolutionary Transformer architecture—the backbone of modern LLMs like GPT, BERT, and LLaMA—before addressing training strategies, benchmarking, fine-tuning techniques, ethical considerations, and real-world applications.

What sets this book apart is its commitment to humanizing AI education. The author avoids overly technical jargon and instead employs storytelling, analogies, and illustrative examples to make complex ideas more accessible. This approach not only enhances comprehension but also stimulates curiosity and critical thinking—skills essential for innovation in AI.

Whether you are a student stepping into the world of AI, a researcher looking to expand your toolkit, or a professional transitioning into NLP, Large Language Models offers a rich, engaging, and thoughtful roadmap to mastering this groundbreaking domain.