Large Language Models: A Deep Dive: Bridging Theory and Practice free ebook download.

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Large Language Models: A Deep Dive: Bridging Theory and Practice free ebook download

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Algorithms

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Author(s):	Uday Kamath

Date:	2024	Format:	pdf	Language:	English	ISBN/ASIN:	3031656466
Pages:	506	OCR:		Quality:		ISBN13:
Uploader:	alex21s	Upload Date:	8/27/2024 8:15:22 PM

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3031656466 pdf
3031656466 pdf
Large Language Models (LLMs) have emerged as a cornerstone technology, transforming how we interact with information and redefining the boundaries of artificial intelligence. LLMs offer an unprecedented ability to understand, generate, and interact with human language in an intuitive and insightful manner, leading to transformative applications across domains like content creation, chatbots, search engines, and research tools. While fascinating, the complex workings of LLMstheir intricate architecture, underlying algorithms, and ethical considerationsrequire thorough exploration, creating a need for a comprehensive book on this subject.
This book provides an authoritative exploration of the design, training, evolution, and application of LLMs. It begins with an overview of pre-trained language models and Transformer architectures, laying the groundwork for understanding prompt-based learning techniques. Next, it dives into methods for fine-tuning LLMs, integrating reinforcement learning for value alignment, and the convergence of LLMs with computer vision, robotics, and speech processing. The book strongly emphasizes practical applications, detailing real-world use cases such as conversational chatbots, retrieval-augmented generation (RAG), and code generation. These examples are carefully chosen to illustrate the diverse and impactful ways LLMs are being applied in various industries and scenarios.
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Tags: Bridging Deep Dive Language Large Models Practice Theory

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