{"product_id":"generative-ai-with-large-language-anand-vemula-9798325967917","title":"Generative AI with Large Language Models: A Comprehensive Guide","description":"\u003cp\u003eThis book delves into the fascinating world of Generative AI, exploring the two key technologies driving its advancements: Large Language Models (LLMs) and Foundation Models (FMs).\u003c\/p\u003e\u003cp\u003e\u003cb\u003ePart 1: Foundations\u003c\/b\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003e\n\u003cb\u003eLLMs Demystified: \u003c\/b\u003e We begin by understanding LLMs, powerful AI models trained on massive amounts of text data. These models can generate human-quality text, translate languages, write different creative formats, and even answer your questions in an informative way.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eThe Rise of FMs: \u003c\/b\u003e However, LLMs are just a piece of the puzzle. We explore Foundation Models, a broader category encompassing models trained on various data types like images, audio, and even scientific data. These models represent a significant leap forward in AI, offering a more versatile approach to information processing.\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003e\u003cb\u003ePart 2: LLMs and Generative AI Applications\u003c\/b\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003e\n\u003cb\u003eTraining LLMs: \u003c\/b\u003e We delve into the intricate process of training LLMs, from data acquisition and pre-processing to different training techniques like supervised and unsupervised learning. The chapter also explores challenges like computational resources and data bias, along with best practices for responsible LLM training.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eFine-Tuning for Specific Tasks: \u003c\/b\u003e LLMs can be further specialized for targeted tasks through fine-tuning. We explore how fine-tuning allows LLMs to excel in areas like creative writing, code generation, drug discovery, and even music composition.\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003e\u003cb\u003ePart 3: Advanced Topics\u003c\/b\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003e\n\u003cb\u003eLLM Architectures: \u003c\/b\u003e We take a deep dive into the technical aspects of LLMs, exploring the workings of Transformer networks, the backbone of modern LLMs. We also examine the role of attention mechanisms in LLM processing and learn about different prominent LLM architectures like GPT-3 and Jurassic-1 Jumbo.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eScaling Generative AI: \u003c\/b\u003e Scaling up LLMs presents significant computational challenges. The chapter explores techniques like model parallelism and distributed training to address these hurdles, along with hardware considerations like GPUs and TPUs that facilitate efficient LLM training. Most importantly, we discuss the crucial role of safety and ethics in generative AI development. Mitigating bias, addressing potential risks like deepfakes, and ensuring transparency are all essential for responsible AI development.\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003e\u003cb\u003ePart 4: The Future\u003c\/b\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003e\n\u003cb\u003eEvolving Generative AI Landscape: \u003c\/b\u003e We explore emerging trends in LLM research, like the development of even larger and more capable models, along with advancements in explainable AI and the rise of multimodal LLMs that can handle different data types. We also discuss the potential applications of generative AI in unforeseen areas like personalized education and healthcare.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eSocietal Impact and the Future of Work: \u003c\/b\u003e The book concludes by examining the societal and economic implications of generative AI. We explore the potential transformation of industries, the need for workforce reskilling, and the importance of human-AI collaboration. Additionally, the book emphasizes the need for robust regulations to address concerns like bias, data privacy, and transparency in generative AI development.\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003eThis book equips you with a comprehensive understanding of generative AI, its core technologies, its applications, and the considerations for its responsible development and deploym\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Anand Vemula\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9798325967917\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Independently Published\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 05\/18\/2024\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 46\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 0.17lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.00h x 6.00w x 0.10d\u003c\/p\u003e","brand":"Anand Vemula","offers":[{"title":"Paperback","offer_id":45981066035455,"sku":"9798325967917","price":9.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_1156c457-a968-4ed8-8aed-9754b7405c05.jpg?v=1722417634","url":"https:\/\/www.whiterainbookhouse.com\/products\/generative-ai-with-large-language-anand-vemula-9798325967917","provider":"WR Book House","version":"1.0","type":"link"}