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The Gen AI Blueprint

Name: The Gen AI Blueprint
Brand: Re-Invent Pty Ltd
Rating: 5 (3 reviews)
ISBN: 9781763761100

Tác giả: Shyam Narayan

NXB: Re-Invent Pty Ltd

5.0(3 đánh giá)

Liên hệ0

Chi tiết sản phẩm

Nhà xuất bảnRe-Invent Pty Ltd

Năm xuất bản2024

Ngôn ngữEnglish

Số trang215 trang

Loại bìaPaperback

Kích thước8.5 x 0.49 x 11 inches

Trọng lượng1.4 pounds

ISBN-10176376110X

ISBN-139781763761100

ASIN176376110X

Mã CSIN176376110X

Cuốn sách The Gen AI Blueprint do tác giả Shyam Narayan chắp bút, phát hành bởi Re-Invent Pty Ltd, năm 2024, dày 215 trang thuộc thể loại Business & Money. Mã ISBN: 9781763761100.

Mô tả nội dung sách The Gen AI Blueprint - Shyam Narayan

Thông tin sách: The Gen AI Blueprint (Paperback, 215 trang) – Re-Invent Pty Ltd, 2024. Ngôn ngữ: Tiếng Anh.

Generative AI is transforming industries by enabling applications such as natural language processing, personalized content creation, and realistic visual generation. The Gen AI Blueprint, authored by Shyam Narayan, is a comprehensive guide to understanding, designing, and deploying Generative AI solutions. It bridges the gap between theory and practical execution, making it an invaluable resource for technologists, decision-makers, and AI enthusiasts.The book is structured into 18 chapters that systematically cover foundational AI concepts, architecture design, implementation strategies, and advanced use cases. It offers actionable insights for creating scalable, secure, and responsible Generative AI systems.Key Highlights

Evolution of AIThe book begins with the historical evolution of AI, explaining how advancements like neural networks and transformers paved the way for Generative AI.

Generative AI Process FlowThis chapter provides a detailed lifecycle overview, covering problem definition, data preparation, model training, and deployment, supported by visual aids and real-world examples.

Large Language Model ArchitecturesThe book delves into popular architectures like GPT, BERT, and T5, exploring their design principles, strengths, and application scenarios.

Selecting the Right ModelA structured framework for choosing LLMs based on use cases, performance, and cost considerations is presented, along with trade-offs between pre-trained, fine-tuned, and custom models.

Design and Reference ArchitecturesKey design principles like modularity, scalability, and security are explored. Practical reference architectures provide blueprints for implementing Generative AI across industries.

Data Strategy and GovernanceThe book emphasizes the importance of scalable data pipelines, governance frameworks, and real-time processing for supporting advanced AI systems.

Security and Ethical ConsiderationsBest practices for securing Generative AI systems, including encryption, access control, and monitoring, are outlined. Ethical dimensions and the importance of Responsible AI are also emphasized.

Prompt Engineering and MLOpsTechniques for crafting effective prompts and integrating MLOps workflows to manage the AI lifecycle are detailed, ensuring efficient deployment and monitoring.

Addressing Challenges and RisksThe book discusses challenges like hallucinations, bias, and model explain ability, offering strategies to mitigate these issues. Risks of misuse are categorized and addressed with governance and monitoring practices.

Advanced Use Cases and Emerging RolesThe book concludes with industry-specific use cases and introduces the role of the Chief Generative AI Officer (CGenAIO), highlighting responsibilities in governance and strategy.

ConclusionThe Gen AI Blueprint is a definitive guide for leveraging Generative AI effectively and responsibly. With its blend of theory, actionable insights, and practical examples, it empowers readers to drive innovation while ensuring ethical and scalable AI adoption in their organizations.

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Mô tả nội dung sách The Gen AI Blueprint - Shyam Narayan

Thông tin sách: The Gen AI Blueprint (Paperback, 215 trang) – Re-Invent Pty Ltd, 2024. Ngôn ngữ: Tiếng Anh.

Evolution of AIThe book begins with the historical evolution of AI, explaining how advancements like neural networks and transformers paved the way for Generative AI.

Large Language Model ArchitecturesThe book delves into popular architectures like GPT, BERT, and T5, exploring their design principles, strengths, and application scenarios.

Data Strategy and GovernanceThe book emphasizes the importance of scalable data pipelines, governance frameworks, and real-time processing for supporting advanced AI systems.

Prompt Engineering and MLOpsTechniques for crafting effective prompts and integrating MLOps workflows to manage the AI lifecycle are detailed, ensuring efficient deployment and monitoring.

The Gen AI Blueprint

Mô tả nội dung sách The Gen AI Blueprint - Shyam Narayan

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