Integration Patterns


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Enterprise Integration Patterns


Enterprise Integration Patterns

Author: Gregor Hohpe

language: en

Publisher: Addison-Wesley

Release Date: 2012-03-09


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Enterprise Integration Patterns provides an invaluable catalog of sixty-five patterns, with real-world solutions that demonstrate the formidable of messaging and help you to design effective messaging solutions for your enterprise. The authors also include examples covering a variety of different integration technologies, such as JMS, MSMQ, TIBCO ActiveEnterprise, Microsoft BizTalk, SOAP, and XSL. A case study describing a bond trading system illustrates the patterns in practice, and the book offers a look at emerging standards, as well as insights into what the future of enterprise integration might hold. This book provides a consistent vocabulary and visual notation framework to describe large-scale integration solutions across many technologies. It also explores in detail the advantages and limitations of asynchronous messaging architectures. The authors present practical advice on designing code that connects an application to a messaging system, and provide extensive information to help you determine when to send a message, how to route it to the proper destination, and how to monitor the health of a messaging system. If you want to know how to manage, monitor, and maintain a messaging system once it is in use, get this book.

Generative AI Application Integration Patterns


Generative AI Application Integration Patterns

Author: Juan Pablo Bustos

language: en

Publisher: Packt Publishing Ltd

Release Date: 2024-09-05


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Unleash the transformative potential of GenAI with this comprehensive guide that serves as an indispensable roadmap for integrating large language models into real-world applications. Gain invaluable insights into identifying compelling use cases, leveraging state-of-the-art models effectively, deploying these models into your applications at scale, and navigating ethical considerations. Key Features Get familiar with the most important tools and concepts used in real scenarios to design GenAI apps Interact with GenAI models to tailor model behavior to minimize hallucinations Get acquainted with a variety of strategies and an easy to follow 4 step frameworks for integrating GenAI into applications Book Description Explore the transformative potential of GenAI in the application development lifecycle. Through concrete examples, you will go through the process of ideation and integration, understanding the tradeoffs and the decision points when integrating GenAI. With recent advances in models like Google Gemini, Anthropic Claude, DALL-E and GPT-4o, this timely resource will help you harness these technologies through proven design patterns. We then delve into the practical applications of GenAI, identifying common use cases and applying design patterns to address real-world challenges. From summarization and metadata extraction to intent classification and question answering, each chapter offers practical examples and blueprints for leveraging GenAI across diverse domains and tasks. You will learn how to fine-tune models for specific applications, progressing from basic prompting to sophisticated strategies such as retrieval augmented generation (RAG) and chain of thought. Additionally, we provide end-to-end guidance on operationalizing models, including data prep, training, deployment, and monitoring. We also focus on responsible and ethical development techniques for transparency, auditing, and governance as crucial design patterns. What you will learn Concepts of GenAI: pre-training, fine-tuning, prompt engineering, and RAG Framework for integrating AI: entry points, prompt pre-processing, inference, post-processing, and presentation Patterns for batch and real-time integration Code samples for metadata extraction, summarization, intent classification, question-answering with RAG, and more Ethical use: bias mitigation, data privacy, and monitoring Deployment and hosting options for GenAI models Who this book is for This book is not an introduction to AI/ML or Python. It offers practical guides for designing, building, and deploying GenAI applications in production. While all readers are welcome, those who benefit most include: Developer engineers with foundational tech knowledge Software architects seeking best practices and design patterns Professionals using ML for data science, research, etc., who want a deeper understanding of Generative AI Technical product managers with a software development background This concise focus ensures practical, actionable insights for experienced professionals

Advanced Apache Camel: Integration Patterns for Complex Systems


Advanced Apache Camel: Integration Patterns for Complex Systems

Author: Peter Jones

language: en

Publisher: Walzone Press

Release Date: 2025-01-14


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Discover the art of simplifying enterprise integration with "Advanced Apache Camel: Integration Patterns for Complex Systems." This definitive guide delves into the core of Apache Camel, a leading open-source integration framework, empowering you with the knowledge and skills needed to create robust integration solutions. From foundational configurations and routing principles to sophisticated integration strategies, each chapter unfolds essential concepts, practical examples, and best practices to harness the full potential of Apache Camel. Dive deep into the world of Enterprise Integration Patterns (EIP) implemented with Apache Camel, understanding the nuances of routing, data transformation, error handling, and more. Enhance your learning with real-world use cases, demonstrating how to tackle complex integration challenges with ease. Whether you're a beginner seeking to grasp integration principles or an experienced developer aiming to refine your skills, this book caters to all levels of expertise. Equipped with comprehensive coverage of components, endpoints, testing strategies, and performance tuning, this book serves as an all-encompassing resource for mastering Apache Camel. Explore advanced topics, including microservices, cloud integration, and the latest in enterprise architecture, preparing you for the demands of modern integration tasks. "Advanced Apache Camel: Integration Patterns for Complex Systems" is your gateway to becoming an adept integrator, ready to face the challenges of today's digital landscape with confidence and skill.