Designing Large Language Model Systems

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Publisher : Independently Published
ISBN 13 :
Total Pages : 0 pages
Book Rating : 4.3/5 (351 download)

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Book Synopsis Designing Large Language Model Systems by : Anand Vemula

Download or read book Designing Large Language Model Systems written by Anand Vemula and published by Independently Published. This book was released on 2024-08-06 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: In the rapidly evolving landscape of artificial intelligence, large language models (LLMs) have emerged as powerful tools transforming numerous industries. "Designing Large Language Model Systems: System Design, Architecture, Deployment, and Operationalization" provides a comprehensive guide to understanding, building, and deploying these complex models effectively. This book is an essential resource for AI practitioners, developers, and researchers seeking to harness the full potential of LLMs. Starting with an in-depth introduction to LLMs, the book covers their fundamental principles, including neural networks, transformers, and the key architectures like GPT, BERT, and T5. It delves into the historical evolution and the diverse applications of LLMs, providing context and grounding for readers. The core of the book is divided into several parts, each focusing on critical aspects of LLM system design and implementation. Readers will explore system architecture, learning about the essential components, hardware requirements, and the best software frameworks. The book provides detailed guidance on designing efficient data pipelines, ensuring data quality, and optimizing model training infrastructure. Deployment strategies are covered extensively, with insights into on-premise, cloud, and hybrid deployment models. The book offers practical advice on serving LLMs at scale, optimizing latency and throughput, and ensuring security and compliance. Operationalization is another key focus, with chapters on monitoring, maintenance, performance metrics, and cost management. Advanced topics include scalability, performance optimization, and integration with other systems, offering case studies of successful implementations. The book also addresses ethical and social considerations, emphasizing the importance of fairness, transparency, and accountability in AI design. To provide practical experience, the book includes hands-on projects such as building a chatbot, developing a text generation system, and creating an AI-powered recommendation engine. Each project is accompanied by step-by-step tutorials and complete solutions, enabling readers to apply their knowledge effectively. "Designing Large Language Model Systems" is not just a technical guide; it is a comprehensive resource that bridges theory and practice, equipping readers with the skills and knowledge to build, deploy, and manage large language models in real-world applications

Designing Data-Intensive Applications

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Publisher : "O'Reilly Media, Inc."
ISBN 13 : 1491903104
Total Pages : 658 pages
Book Rating : 4.4/5 (919 download)

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Book Synopsis Designing Data-Intensive Applications by : Martin Kleppmann

Download or read book Designing Data-Intensive Applications written by Martin Kleppmann and published by "O'Reilly Media, Inc.". This book was released on 2017-03-16 with total page 658 pages. Available in PDF, EPUB and Kindle. Book excerpt: Data is at the center of many challenges in system design today. Difficult issues need to be figured out, such as scalability, consistency, reliability, efficiency, and maintainability. In addition, we have an overwhelming variety of tools, including relational databases, NoSQL datastores, stream or batch processors, and message brokers. What are the right choices for your application? How do you make sense of all these buzzwords? In this practical and comprehensive guide, author Martin Kleppmann helps you navigate this diverse landscape by examining the pros and cons of various technologies for processing and storing data. Software keeps changing, but the fundamental principles remain the same. With this book, software engineers and architects will learn how to apply those ideas in practice, and how to make full use of data in modern applications. Peer under the hood of the systems you already use, and learn how to use and operate them more effectively Make informed decisions by identifying the strengths and weaknesses of different tools Navigate the trade-offs around consistency, scalability, fault tolerance, and complexity Understand the distributed systems research upon which modern databases are built Peek behind the scenes of major online services, and learn from their architectures

Designing Large Language Model Applications

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Publisher :
ISBN 13 : 9781098150501
Total Pages : 0 pages
Book Rating : 4.1/5 (55 download)

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Book Synopsis Designing Large Language Model Applications by : Suhas Pai

Download or read book Designing Large Language Model Applications written by Suhas Pai and published by . This book was released on 2025-03-04 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Intelligent Systems Design and Applications

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Publisher : Springer Nature
ISBN 13 : 3031648366
Total Pages : 514 pages
Book Rating : 4.0/5 (316 download)

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Book Synopsis Intelligent Systems Design and Applications by : Ajith Abraham

Download or read book Intelligent Systems Design and Applications written by Ajith Abraham and published by Springer Nature. This book was released on with total page 514 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Domain Modeling Made Functional

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Publisher : Pragmatic Bookshelf
ISBN 13 : 1680505491
Total Pages : 426 pages
Book Rating : 4.6/5 (85 download)

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Book Synopsis Domain Modeling Made Functional by : Scott Wlaschin

Download or read book Domain Modeling Made Functional written by Scott Wlaschin and published by Pragmatic Bookshelf. This book was released on 2018-01-25 with total page 426 pages. Available in PDF, EPUB and Kindle. Book excerpt: You want increased customer satisfaction, faster development cycles, and less wasted work. Domain-driven design (DDD) combined with functional programming is the innovative combo that will get you there. In this pragmatic, down-to-earth guide, you'll see how applying the core principles of functional programming can result in software designs that model real-world requirements both elegantly and concisely - often more so than an object-oriented approach. Practical examples in the open-source F# functional language, and examples from familiar business domains, show you how to apply these techniques to build software that is business-focused, flexible, and high quality. Domain-driven design is a well-established approach to designing software that ensures that domain experts and developers work together effectively to create high-quality software. This book is the first to combine DDD with techniques from statically typed functional programming. This book is perfect for newcomers to DDD or functional programming - all the techniques you need will be introduced and explained. Model a complex domain accurately using the F# type system, creating compilable code that is also readable documentation---ensuring that the code and design never get out of sync. Encode business rules in the design so that you have "compile-time unit tests," and eliminate many potential bugs by making illegal states unrepresentable. Assemble a series of small, testable functions into a complete use case, and compose these individual scenarios into a large-scale design. Discover why the combination of functional programming and DDD leads naturally to service-oriented and hexagonal architectures. Finally, create a functional domain model that works with traditional databases, NoSQL, and event stores, and safely expose your domain via a website or API. Solve real problems by focusing on real-world requirements for your software. What You Need: The code in this book is designed to be run interactively on Windows, Mac and Linux.You will need a recent version of F# (4.0 or greater), and the appropriate .NET runtime for your platform.Full installation instructions for all platforms at fsharp.org.

Challenges in Large Language Model Development and AI Ethics

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Publisher : IGI Global
ISBN 13 :
Total Pages : 521 pages
Book Rating : 4.3/5 (693 download)

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Book Synopsis Challenges in Large Language Model Development and AI Ethics by : Gupta, Brij

Download or read book Challenges in Large Language Model Development and AI Ethics written by Gupta, Brij and published by IGI Global. This book was released on 2024-08-15 with total page 521 pages. Available in PDF, EPUB and Kindle. Book excerpt: The development of large language models has resulted in artificial intelligence advancements promising transformations and benefits across various industries and sectors. However, this progress is not without its challenges. The scale and complexity of these models pose significant technical hurdles, including issues related to bias, transparency, and data privacy. As these models integrate into decision-making processes, ethical concerns about their societal impact, such as potential job displacement or harmful stereotype reinforcement, become more urgent. Addressing these challenges requires a collaborative effort from business owners, computer engineers, policymakers, and sociologists. Fostering effective research for solutions to address AI ethical challenges may ensure that large language model developments benefit society in a positive way. Challenges in Large Language Model Development and AI Ethics addresses complex ethical dilemmas and challenges of the development of large language models and artificial intelligence. It analyzes ethical considerations involved in the design and implementation of large language models, while exploring aspects like bias, accountability, privacy, and social impacts. This book covers topics such as law and policy, model architecture, and machine learning, and is a useful resource for computer engineers, sociologists, policymakers, business owners, academicians, researchers, and scientists.

Contextual Design

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Publisher : Morgan Kaufmann
ISBN 13 : 1558604111
Total Pages : 498 pages
Book Rating : 4.5/5 (586 download)

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Book Synopsis Contextual Design by : Hugh Beyer

Download or read book Contextual Design written by Hugh Beyer and published by Morgan Kaufmann. This book was released on 1998 with total page 498 pages. Available in PDF, EPUB and Kindle. Book excerpt: This is the only book that describes a complete approach to customer-centered design, from customer data to system design. Readers will be able to develop the work models that represent all aspects of customer work practices.

Designing Software Architectures

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Publisher : Addison-Wesley Professional
ISBN 13 : 0138108153
Total Pages : 603 pages
Book Rating : 4.1/5 (381 download)

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Book Synopsis Designing Software Architectures by : Humberto Cervantes

Download or read book Designing Software Architectures written by Humberto Cervantes and published by Addison-Wesley Professional. This book was released on 2024-06-14 with total page 603 pages. Available in PDF, EPUB and Kindle. Book excerpt: Learn how to create successful architectural designs and improve your current design practices! Designing Software Architectures, 2nd Edition, provides a practical, step-by-step methodology for architecture design that any professional software engineer can use, with structured methods supported by reusable chunks of design knowledge and rich case studies that demonstrate how to use the methods. The Attribute-Driven Design method may not have changed since this book's first printing, but almost everything else about the industry has. In this newly updated edition, you will find new chapters on supporting business agility through API-centric design, deployability, cloud-based solutions, and technical debt in design. Humberto Cervantes and Rick Kazman illuminate best practices for how architects should design complex systems so you can make design decisions in systematic, repeatable, and cost-effective ways. This book will help you become a better, more confident designer who can create high-quality architectures with ease. The new edition includes: A clear explanation of the Attribute-Driven Design method New chapters focused on the technical environments and contexts of contemporary design Two new case studies on The Hotel Pricing System and Digital Twin Platform Coverage of current architecture topics like cloud computing, DevOps, and large-scale systems Methods to make architecture design agile and achievable Register your product at informit.com/register for convenient access to downloads, updates, and/or corrections as they become available.

Design Patterns for Large Language Models

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Publisher : Independently Published
ISBN 13 :
Total Pages : 0 pages
Book Rating : 4.3/5 (349 download)

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Book Synopsis Design Patterns for Large Language Models by : Anand Vemula

Download or read book Design Patterns for Large Language Models written by Anand Vemula and published by Independently Published. This book was released on 2024-08-04 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: "Design Patterns for Large Language Models: From Development to Deployment" is a comprehensive guide to designing, implementing, and deploying large language models (LLMs) with a focus on best practices and practical solutions. This book offers an in-depth exploration of various design patterns crucial for the effective use of LLMs, covering their entire lifecycle from development to deployment. The book begins with foundational concepts, providing readers with a solid understanding of what large language models are, including their architecture and key components. It then delves into essential design principles, such as scalability, efficiency, and interpretability, ensuring that readers can build models that are not only powerful but also practical and ethical. One of the core sections of the book focuses on data management patterns, guiding readers through techniques for collecting, preprocessing, and augmenting data, while addressing challenges like data imbalances and privacy concerns. It also covers model training patterns, including transfer learning, fine-tuning, and continual learning, providing practical advice on how to adapt models to different tasks and domains. The book further explores optimization and efficiency patterns, offering strategies for model pruning, quantization, and knowledge distillation, as well as techniques for distributed training. In the realm of inference patterns, readers learn about real-time, batch, and edge inference methods, including solutions for handling latency and throughput issues. Additionally, the book addresses robustness and reliability patterns, emphasizing the importance of adversarial training, anomaly detection, and error handling. It also highlights user interaction patterns, focusing on natural language understanding, dialogue management, and personalization techniques. Finally, the book looks to the future, discussing emerging technologies, research frontiers, and industry trends. It provides actionable insights into how AI developments will shape various fields, preparing readers for the evolving landscape of large language models

Domain-driven Design

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Publisher : Addison-Wesley Professional
ISBN 13 : 0321125215
Total Pages : 563 pages
Book Rating : 4.3/5 (211 download)

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Book Synopsis Domain-driven Design by : Eric Evans

Download or read book Domain-driven Design written by Eric Evans and published by Addison-Wesley Professional. This book was released on 2004 with total page 563 pages. Available in PDF, EPUB and Kindle. Book excerpt: "Domain-Driven Design" incorporates numerous examples in Java-case studies taken from actual projects that illustrate the application of domain-driven design to real-world software development.

Design Science Research for a Resilient Future

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Publisher : Springer Nature
ISBN 13 : 3031611756
Total Pages : 464 pages
Book Rating : 4.0/5 (316 download)

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Book Synopsis Design Science Research for a Resilient Future by : Munir Mandviwalla

Download or read book Design Science Research for a Resilient Future written by Munir Mandviwalla and published by Springer Nature. This book was released on with total page 464 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Testing Software and Systems

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Publisher : Springer Nature
ISBN 13 : 3031432401
Total Pages : 297 pages
Book Rating : 4.0/5 (314 download)

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Book Synopsis Testing Software and Systems by : Silvia Bonfanti

Download or read book Testing Software and Systems written by Silvia Bonfanti and published by Springer Nature. This book was released on 2023-09-18 with total page 297 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 35th IFIP WG 6.1 International Conference on Testing Software and Systems, ICTSS 2023, held in Bergamo, Italy, during September 18-20, 2023. The 13 full papers presented together with 6 short papers and one journal paper were carefully reviewed and selected from 56 submissions. The conference focuses on Test Case Generation; Test Automation and Design; Model Based Testing; and AI and Smart Contracts Testing.

Readings in Hardware/Software Co-Design

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Publisher : Morgan Kaufmann
ISBN 13 : 1558607021
Total Pages : 714 pages
Book Rating : 4.5/5 (586 download)

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Book Synopsis Readings in Hardware/Software Co-Design by : Giovanni De Micheli

Download or read book Readings in Hardware/Software Co-Design written by Giovanni De Micheli and published by Morgan Kaufmann. This book was released on 2002 with total page 714 pages. Available in PDF, EPUB and Kindle. Book excerpt: This title serves as an introduction ans reference for the field, with the papers that have shaped the hardware/software co-design since its inception in the early 90s.

Designing Digital Computer Systems with Verilog

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Publisher : Cambridge University Press
ISBN 13 : 1139455818
Total Pages : 177 pages
Book Rating : 4.1/5 (394 download)

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Book Synopsis Designing Digital Computer Systems with Verilog by : David J. Lilja

Download or read book Designing Digital Computer Systems with Verilog written by David J. Lilja and published by Cambridge University Press. This book was released on 2004-12-02 with total page 177 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book serves both as an introduction to computer architecture and as a guide to using a hardware description language (HDL) to design, model and simulate real digital systems. The book starts with an introduction to Verilog - the HDL chosen for the book since it is widely used in industry and straightforward to learn. Next, the instruction set architecture (ISA) for the simple VeSPA (Very Small Processor Architecture) processor is defined - this is a real working device that has been built and tested at the University of Minnesota by the authors. The VeSPA ISA is used throughout the remainder of the book to demonstrate how behavioural and structural models can be developed and intermingled in Verilog. Although Verilog is used throughout, the lessons learned will be equally applicable to other HDLs. Written for senior and graduate students, this book is also an ideal introduction to Verilog for practising engineers.

Proceedings of the 15th International Conference on Ubiquitous Computing & Ambient Intelligence (UCAmI 2023)

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Publisher : Springer Nature
ISBN 13 : 3031483065
Total Pages : 350 pages
Book Rating : 4.0/5 (314 download)

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Book Synopsis Proceedings of the 15th International Conference on Ubiquitous Computing & Ambient Intelligence (UCAmI 2023) by : José Bravo

Download or read book Proceedings of the 15th International Conference on Ubiquitous Computing & Ambient Intelligence (UCAmI 2023) written by José Bravo and published by Springer Nature. This book was released on with total page 350 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Building Product Models

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Publisher : CRC Press
ISBN 13 : 9780849302596
Total Pages : 424 pages
Book Rating : 4.3/5 (25 download)

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Book Synopsis Building Product Models by : Charles M Eastman

Download or read book Building Product Models written by Charles M Eastman and published by CRC Press. This book was released on 1999-07-29 with total page 424 pages. Available in PDF, EPUB and Kindle. Book excerpt: Building Product Models thoroughly presents the concepts, technology, and methods now used to work out what will become the building product model - a new, digital representation for architecture, civil engineering, and building construction. Organized into three sections (history, current tools and concepts, and existing efforts and research issues), this resource provides the field of building product modeling with a standard reference as well as a single, comprehensive text for university courses. Until now, all the efforts in building modeling have been reported in research journals and conference proceedings or been made available as draft standards on the Internet. Building Product Models is the only book available on this vital field, bringing together essential aspects of major efforts from the early 1970s to the present.

Artificial Intelligence in HCI

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Publisher : Springer Nature
ISBN 13 : 3031606159
Total Pages : 498 pages
Book Rating : 4.0/5 (316 download)

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Book Synopsis Artificial Intelligence in HCI by : Helmut Degen

Download or read book Artificial Intelligence in HCI written by Helmut Degen and published by Springer Nature. This book was released on with total page 498 pages. Available in PDF, EPUB and Kindle. Book excerpt: