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LLMs, RAG and Agents: Generative AI System Design For Machine Learning Engineers by Owen Martin

LLMs, RAG and Agents: Generative AI System Design For Machine Learning Engineers

by Owen Martin
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Book cover type: Paperback
  • ISBN13: 9798243584449
  • Binding: Paperback
  • Subject: N/A
  • Publisher: Independently Published
  • Publisher Imprint: Independently Published
  • Publication Date:
  • Pages: 278
  • Original Price: GBP 12.6
  • Language: English
  • Edition: N/A
  • Item Weight: 395 grams
  • BISAC Subject(s): Data Science / Data Warehousing

Unlock the Future of Generative AI with LLMs, RAG, and Intelligent Agents

Dive into the cutting-edge world of generative AI system design with LLMs, RAG, and Agents. This book provides a comprehensive roadmap for machine learning engineers, data scientists, and AI practitioners eager to design, deploy, and scale sophisticated AI systems. Learn how large language models (LLMs), retrieval-augmented generation (RAG), and autonomous agents come together to create intelligent, self-improving applications that push the boundaries of modern AI.

What Makes This Book Different?

Unlike theoretical AI texts, this book focuses on practical, system-level design. It bridges the gap between advanced AI concepts and real-world application, offering clear diagrams, workflow architectures, and step-by-step guidance on building robust AI pipelines. The book emphasizes integration-showing how LLMs, RAG, and agents interact to power high-performing, intelligent systems, making it an indispensable resource for engineers who want actionable insights, not just theory.

Inside the Book

  • In-depth exploration of LLM architectures, fine-tuning, and deployment strategies.
  • Comprehensive coverage of RAG pipelines for context-aware generation.
  • Designing and managing autonomous agents for complex AI workflows.
  • System-level blueprints, diagrams, and case studies demonstrating AI at scale.
  • Best practices for efficiency, reliability, and maintainability in AI system design.

Who This Book Is For

This book is designed for machine learning engineers, AI architects, and advanced data scientists who want to implement generative AI in production. It's ideal for professionals looking to deepen their understanding of LLMs, retrieval-augmented workflows, and autonomous agents while learning system-level design principles that optimize performance and scalability.

Take the Next Step in AI Innovation

Transform your approach to AI system design. Whether you're building intelligent applications, enhancing data pipelines, or leading AI projects, LLMs, RAG, and Agents equips you with the knowledge and frameworks to succeed. Harness the power of generative AI today-your next breakthrough system starts here.

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