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Serverless Machine Learning with Amazon Redshift ML. Create, train, and deploy machine learning models using familiar SQL commands

Debu Panda, Phil Bates, Bhanu Pittampally, Sumeet...

Amazon Redshift Serverless enables organizations to run petabyte-scale cloud data warehouses quickly and in a cost-effective way, enabling data science professionals to efficiently deploy cloud data warehouses and leverage easy-to-use tools to train models and run predictions. This practical guide will help developers and data professionals working with Amazon Redshift data warehouses to put their SQL knowledge to work for training and deploying machine learning models.The book begins by helping you to explore the inner workings of Redshift Serverless as well as the foundations of data analytics and types of data machine learning. With the help of step-by-step explanations of essential concepts and practical examples, you’ll then learn to build your own classification and regression models. As you advance, you’ll find out how to deploy various types of machine learning projects using familiar SQL code, before delving into Redshift ML. In the concluding chapters, you’ll discover best practices for implementing serverless architecture with Redshift.By the end of this book, you’ll be able to configure and deploy Amazon Redshift Serverless, train and deploy machine learning models using Amazon Redshift ML, and run inference queries at scale.

5730
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Serverless Programming Cookbook. Practical solutions to building serverless applications using Java and AWS

Heartin Kanikathottu

Managing physical servers will be a thing of the past once you’re able to harness the power of serverless computing. If you’re already prepped with the basics of serverless computing, Serverless Programming Cookbook will help you take the next step ahead. This recipe-based guide provides solutions to problems you might face while building serverless applications. You'll begin by setting up Amazon Web Services (AWS), the primary cloud provider used for most recipes. The next set of recipes will cover various components to build a Serverless application including REST APIs, database, user management, authentication, web hosting, domain registration, DNS management, CDN, messaging, notifications and monitoring. The book also introduces you to the latest technology trends such as Data Streams, Machine Learning and NLP. You will also see patterns and practices for using various services in a real world application. Finally, to broaden your understanding of Serverless computing, you'll also cover getting started guides for other cloud providers such as Azure, Google Cloud Platform and IBM cloud. By the end of this book, you’ll have acquired the skills you need to build serverless applications efficiently using various cloud offerings.

5731
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Serverless Web Applications with React and Firebase. Develop real-time applications for web and mobile platforms

Mayur Tanna, Harmeet Singh

ReactJS is a wonderful framework for UI development. Firebase as a backend with React is a great choice as it is easy, powerful, and provides great developer experience. It removes a lot of boilerplate code from your app and allows you to focus on your app to get it out quickly to users. Firebase with React is also a good choice for Most Viable Product (MVP) development.This book provides more practical insights rather than just theoretical concepts and includes basic to advanced examples – from hello world to a real-time seat booking app and Helpdesk applicationThis book will cover the essentials of Firebase and React.js and will take you on a fast-paced journey through building real-time applications with Firebase features such as Cloud Storage, Cloud Function, Hosting and the Realtime Database. We will learn how to secure our application by using Firebase authentication and database security rules. We will leverage the power of Redux to organize data in the front-end, since Redux attempts to make state mutations predictable by imposing certain restrictions on how and when updates can happen. Towards the end of the book you will have improved your React skills by realizing the potential of Firebase to create real-time serverless web applications.

5732
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Server-Side Enterprise Development with Angular. Use Angular Universal to pre-render your web pages, improving SEO and application UX

Bram Borggreve

With the help of Server-Side Enterprise Development with Angular, equip yourself with the skills required to create modern, progressive web applications that load quickly and efficiently. This fast-paced book is a great way to learn how to build an effective UX by using the new features of Angular 7 beta, without wasting efforts in searching for referrals.To start off, you'll install Angular CLI and set up a working environment, followed by learning to distinguish between the container and presentational components. You'll explore advanced concepts such as making requests to a REST API from an Angular application, creating a web server using Node.js and Express, and adding dynamic metadata. You'll also understand how to implement and configure a service worker using Angular PWA and deploy the server-side rendered app to the cloud.By the end of this book, you'll have developed skills to serve your users views that load instantly, while reaping all the SEO benefits of improved page indexing.

5733
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Service Integration and Management (SIAM(TM)) Foundation Body of Knowledge (BoK). SIAM Frameworks from Ecosystem to Practices for Successful Service Integration

IT Governance Publishing, Claire Agutter

This book offers a detailed exploration of Service Integration and Management (SIAM™), providing insights into its frameworks, structures, and practical applications. It starts by covering the core principles of SIAM™, from its historical context to its role in optimizing service integration across multiple providers. The book then dives into the SIAM roadmap, outlining key stages such as discovery, strategy, planning, and execution, all essential for successful service management.Readers will gain an understanding of different SIAM structures, including externally sourced, internally sourced, and hybrid models, along with their respective advantages and challenges. It also explores how SIAM aligns with other service management practices like ITIL, COBIT, Lean, and Agile, offering a comprehensive approach to managing complex service ecosystems.The book places special emphasis on the roles and responsibilities within a SIAM ecosystem, including those of service providers, integrators, and customers. It also highlights the importance of cultural change, collaboration, and governance for effective SIAM implementation.Finally, readers will learn to identify and address common challenges and risks, equipping them with strategies to overcome obstacles and ensure smooth integration within their organization.

5734
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Service Integration and Management (SIAM(TM)) Professional Body of Knowledge (BoK). A structured approach to implementing and sustaining SIAM across complex service ecosystems

IT Governance Publishing, Claire Agutter

This book outlines a structured progression for implementing Service Integration and Management (SIAM) within complex, multi-vendor environments. It begins by defining SIAM principles, roles, layers, and structural models to establish a shared understanding of its purpose and scope.The roadmap then unfolds in four key stages. The Discovery & Strategy phase focuses on analyzing the current state, setting strategic drivers, and establishing governance foundations. In Plan & Build, the book guides readers through designing the SIAM model, sourcing structures, contracts, and process frameworks. The Implement stage addresses onboarding, transition planning, and applying change management across stakeholder groups. Finally, Run & Improve centers on operating the governance model, managing performance, conducting audits, and enabling continuous service development.Each chapter links practical methods with decision-making considerations, offering a reference for teams planning, launching, or refining a SIAM approach. The content is organized to support structured adoption while allowing flexibility for varied organizational contexts.

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Service Oriented Architecture: An Integration Blueprint. For SOA professionals this is the classic guide to implementing integration architectures with the help of the Trivadis Blueprint. Takes you deep into the blueprint’s structure and components with perfect lucidity

Guido Schmutz (Euro), Peter Welkenbach

Service Oriented Architecture (SOA) refers to building systems that offer applications as a set of independent services that communicate and inter-operate with each other effectively. Such applications may originate from different vendor, platform, and programming language backgrounds, making successful integration a challenging task. This book enables you to integrate application systems effectively, using the Trivadis Integration Architecture Blueprint, which is supported by real-world scenarios in which this Integration Blueprint has proved a success.This book will enable you to grasp all of the intricacies of the Trivadis Architecture Blueprint, including detailed descriptions of each layer and component. It is a detailed theoretical guide that shows you how to implement your own integration architectures in practice, using the Trivadis Integration Architecture Blueprint. The main focus is on explaining and visualizing the blueprint, including comprehensive descriptions of all of its layers and components. It also covers the more basic features of integration concepts for less experienced specialists, as well as shedding light on the future of integration technologies, such as XTP and Grid Computing. You will learn about EII and EAI, OGSi, as well as base technologies related to the implementation of solutions based on the Blueprint, such as JCA, JBI, SCA and SDO.The book begins by covering fundamental integration for those less familiar with the concepts and terminology, and then dives deep into explaining the different architecture variants and the future of integration technologies. Base technologies like JCA and SCA will be explored along the way, and the structure of the Trivadis Integration Architecture Blueprint will be described in detail, as will the intricacies of each component and layer. Other content includes discovering and comparing traditional and modern SOA driven integration solutions, implementing transaction strategies and process modeling, and getting to grips with EDA developments in SOA. Finally, the book considers how to map software from vendors like Oracle and IBM to the blueprint in order to compare the solutions, and ultimately integrate your own projects successfully.

5736
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Service Worker Development Cookbook. Build highly available and performant native web applications that seamlessly integrate with third-party APIs

Sean Amarasinghe

It would be nice to have web apps that work offline and send push notifications. This is now possible with Service Workers, which can add native-like functionality to your web apps without requiring a download. This book will get your mobile and web apps functioning without Internet connectivity, improve performance and network interaction in order to increase the level of availability, and show you how to build performant applications that seamlessly integrate with third-party APIs.We’ll show you how to add Service Worker functionality to web apps and sites, access offline content through basic and advanced techniques, and build powerful interactive system notifications. We’ll also teach you about cache functionality and assets to provide immediate load even over narrow connections. We conclude by giving you various tips to improve app performance, including the background sync technique. By the end of this book, you’ll know build high performing and faster web and mobile applications with Service Workers.