Orchestration Systems And Design
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Orchestration Systems And Design
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Author : Richard Johnson
language : en
Publisher: HiTeX Press
Release Date : 2025-06-04
Orchestration Systems And Design written by Richard Johnson and has been published by HiTeX Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-06-04 with Computers categories.
"Orchestration Systems and Design" "Orchestration Systems and Design" delivers a definitive exploration of the principles, architectures, and emerging trends shaping modern orchestrated systems. Starting with a rigorous foundation in distributed systems, the book distinguishes the nuance between automation and orchestration, unpacks state management, event models, and established workflow patterns, all while emphasizing a systems thinking approach. Readers gain not only exposure to key concepts but also a historical context, providing a comprehensive understanding of how orchestration has evolved in line with distributed and cloud-native environments. The book transitions seamlessly from architectural best practices to advanced applications, thoroughly examining centralized and decentralized models, microservices orchestration, workflow engines, and API-driven design. It presents deep dives into leading container orchestration platforms like Kubernetes, Nomad, and Swarm, covering resource management, extensibility, security, and multi-tenancy. Further chapters grapple with the complexity of distributed workflow orchestration, including durable workflows, human-in-the-loop processes, artifact management, and idempotency, empowering readers to design resilient and flexible orchestration pipelines. Beyond technical architectures, "Orchestration Systems and Design" rigorously addresses critical concerns such as reliability, security, and compliance. It offers actionable guidance on failure mitigation, disaster recovery, observability, and policy enforcement, connecting these themes to imperative areas like DevOps, CI/CD integration, and large-scale performance optimization. The book concludes by surveying the frontiers of orchestration—serverless, edge, IoT, AIOps, and decentralized approaches—offering insights into the research challenges and future directions that will define the discipline in the years ahead.
Build An Orchestrator In Go From Scratch
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Author : Tim Boring
language : en
Publisher: Simon and Schuster
Release Date : 2024-04-30
Build An Orchestrator In Go From Scratch written by Tim Boring and has been published by Simon and Schuster this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-04-30 with Computers categories.
Build an Orchestrator in Go (From Scratch) gives you an inside-out perspective on orchestration frameworks and the low-level operation of distributed containerized applications. It takes you on a fascinating journey building a simple-but-useful orchestrator using the Docker API and Go SDK. As you go, you'll get a guru-level understanding of Kubernetes, along with a pattern you can follow when you need to create your own custom orchestration solutions. -- Back cover.
Designing Deep Learning Systems
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Author : Chi Wang
language : en
Publisher: Simon and Schuster
Release Date : 2023-09-19
Designing Deep Learning Systems written by Chi Wang and has been published by Simon and Schuster this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-09-19 with Computers categories.
A vital guide to building the platforms and systems that bring deep learning models to production. In Designing Deep Learning Systems you will learn how to: Transfer your software development skills to deep learning systems Recognize and solve common engineering challenges for deep learning systems Understand the deep learning development cycle Automate training for models in TensorFlow and PyTorch Optimize dataset management, training, model serving and hyperparameter tuning Pick the right open-source project for your platform Deep learning systems are the components and infrastructure essential to supporting a deep learning model in a production environment. Written especially for software engineers with minimal knowledge of deep learning’s design requirements, Designing Deep Learning Systems is full of hands-on examples that will help you transfer your software development skills to creating these deep learning platforms. You’ll learn how to build automated and scalable services for core tasks like dataset management, model training/serving, and hyperparameter tuning. This book is the perfect way to step into an exciting—and lucrative—career as a deep learning engineer. About the technology To be practically usable, a deep learning model must be built into a software platform. As a software engineer, you need a deep understanding of deep learning to create such a system. Th is book gives you that depth. About the book Designing Deep Learning Systems: A software engineer's guide teaches you everything you need to design and implement a production-ready deep learning platform. First, it presents the big picture of a deep learning system from the developer’s perspective, including its major components and how they are connected. Then, it carefully guides you through the engineering methods you’ll need to build your own maintainable, efficient, and scalable deep learning platforms. What's inside The deep learning development cycle Automate training in TensorFlow and PyTorch Dataset management, model serving, and hyperparameter tuning A hands-on deep learning lab About the reader For software developers and engineering-minded data scientists. Examples in Java and Python. About the author Chi Wang is a principal software developer in the Salesforce Einstein group. Donald Szeto was the co-founder and CTO of PredictionIO. Table of Contents 1 An introduction to deep learning systems 2 Dataset management service 3 Model training service 4 Distributed training 5 Hyperparameter optimization service 6 Model serving design 7 Model serving in practice 8 Metadata and artifact store 9 Workflow orchestration 10 Path to production
Practical Process Automation
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Author : Bernd Ruecker
language : en
Publisher: "O'Reilly Media, Inc."
Release Date : 2021-03-16
Practical Process Automation written by Bernd Ruecker and has been published by "O'Reilly Media, Inc." this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-03-16 with Computers categories.
In today's IT architectures, microservices and serverless functions play increasingly important roles in process automation. But how do you create meaningful, comprehensive, and connected business solutions when the individual components are decoupled and independent by design? Targeted at developers and architects, this book presents a framework through examples, practical advice, and use cases to help you design and automate complex processes. As systems are more distributed, asynchronous, and reactive, process automation requires state handling to deal with long-running interactions. Author Bernd Ruecker demonstrates how to leverage process automation technology like workflow engines to orchestrate software, humans, decisions, or bots. Learn how modern process automation compares to business process management, service-oriented architecture, batch processing, event streaming, and data pipeline solutions Understand how to use workflow engines and executable process models with BPMN Understand the difference between orchestration and choreography and how to balance both
Orchestrating Experiences
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Author : Chris Risdon
language : en
Publisher:
Release Date : 2018
Orchestrating Experiences written by Chris Risdon and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018 with Customer services categories.
Customer experiences are increasingly complicated--with multiple channels, touchpoints, contexts, and moving parts--all delivered by fragmented organizations. How can you bring your ideas to life in the face of such complexity? Orchestrating Experiences is a practical guide for designers and everyone struggling to create products and services in complex environments.
Designing Distributed Systems
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Author : Brendan Burns
language : en
Publisher: "O'Reilly Media, Inc."
Release Date : 2024-12-04
Designing Distributed Systems written by Brendan Burns and has been published by "O'Reilly Media, Inc." this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-12-04 with Computers categories.
Every distributed system strives for reliability, performance, and quality, but building such a system is hard. Establishing a set of design patterns enables software developers and system architects to use a common language to describe their systems and learn from the patterns and practices developed by others. The popularity of containers and Kubernetes paves the way for core distributed system patterns and reusable containerized components. This practical guide presents a collection of repeatable, generic patterns to help guide the systems you build using common patterns and practices drawn from some of the highest performing distributed systems in use today. These common patterns make the systems you build far more approachable and efficient, even if you've never built a distributed system before. Author Brendan Burns demonstrates how you can adapt existing software design patterns for designing and building reliable distributed applications. Systems engineers and application developers will learn how these long-established patterns provide a common language and framework for dramatically increasing the quality of your system. This fully updated second edition includes new chapters on AI inference, AI training, and building robust systems for the real world. Understand how patterns and reusable components enable the rapid development of reliable distributed systems Use the sidecar, adapter, and ambassador patterns to split your application into a group of containers on a single machine Explore loosely coupled multinode distributed patterns for replication, scaling, and communication between components Learn distributed system patterns for large-scale batch data processing covering work queues, event-based processing, and coordinated workflows
Intelligent Systems Design And Applications
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Author : Ajith Abraham
language : en
Publisher: Springer Nature
Release Date : 2023-05-30
Intelligent Systems Design And Applications written by Ajith Abraham and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-05-30 with Technology & Engineering categories.
This book highlights recent research on intelligent systems and nature-inspired computing. It presents 223 selected papers from the 22nd International Conference on Intelligent Systems Design and Applications (ISDA 2022), which was held online. The ISDA is a premier conference in the field of computational intelligence, and the latest installment brought together researchers, engineers, and practitioners whose work involves intelligent systems and their applications in industry. Including contributions by authors from 65 countries, the book offers a valuable reference guide for all researchers, students, and practitioners in the fields of computer science and engineering.
System Design On Aws
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Author : Jayanth Kumar
language : en
Publisher: "O'Reilly Media, Inc."
Release Date : 2025-02-14
System Design On Aws written by Jayanth Kumar and has been published by "O'Reilly Media, Inc." this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-02-14 with Computers categories.
Enterprises building complex and large-scale applications in the cloud face multiple challenges. From figuring out the right tools to estimating the right provisioning, nearly every solution comes with a complicated set of choices and trade-offs. AWS provides a one-stop shop for building and scaling these applications, and this practical guide helps you decide which pieces to use and how to fit them together. Authors Jayanth Kumar and Mandeep Singh equip software architects and engineers with essential AWS and system design knowledge to help you make good decisions and overcome the challenges of designing and scaling enterprise software architecture. By diving into specific use cases, you'll understand how these principles and resources can be applied to real-world problems. With this book, you will: Learn the basics and best practices of successful system design Understand key AWS services and their strengths and limitations for building large-scale systems Examine engineering patterns and principles that best support large-scale systems, and learn how to design architecture with scalability, operations, and resilience in mind Learn what highly performant and cost-optimized architectures look like on AWS and the tools and frameworks that are best for specific use cases
Smart Product Service Systems
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Author : Pai Zheng
language : en
Publisher: Elsevier
Release Date : 2021-06-24
Smart Product Service Systems written by Pai Zheng and has been published by Elsevier this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-06-24 with Business & Economics categories.
Smart Product-Service Systems draws on innovative practice and academic research to demonstrate the unique benefits of Smart PSS and help facilitate its effective implementation. This comprehensive guide explains how Smart PSS reshapes product-service design in several unique aspects, including a closed-loop product design and redesign manner, value co-creation with integrated human-machine intelligence, and solution design context-awareness. Readers in industry as well as academia will find this to be an invaluable guide to the current body of technical knowledge on Smart Product-Service Systems (Smart PSS), future research trajectories, and experiences of implementation. Rapid development of information and communication technologies, artificial intelligence, and digital technologies have driven today's industries towards the so-called digital servitization era. As a result, a promising IT-driven business paradigm, known as Smart Product-Service Systems (Smart PSS) has emerged, where a large amount of low cost, high performance smart, connected products are leveraged, together with their generated on-demand services, as a single solution bundle to meet individual customer needs. Explains what factors a company needs to consider in their transition towards digital servitization and its advantages Describes how this field relates to the sustainability movement, and how Smart PSS can be implemented in a sustainable way Includes detailed case studies from different industries, including DELTA Electronics Inc. Singapore (smart commercialization), COMAC aviation industry (smart manufacturing servitization), and Van High Tech (smart building services)
Handbook Of Artificial Intelligence In Education
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Author : Benedict du Boulay
language : en
Publisher: Edward Elgar Publishing
Release Date : 2023-01-20
Handbook Of Artificial Intelligence In Education written by Benedict du Boulay and has been published by Edward Elgar Publishing this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-01-20 with Education categories.
Gathering insightful and stimulating contributions from leading global experts in Artificial Intelligence in Education (AIED), this comprehensive Handbook traces the development of AIED from its early foundations in the 1970s to the present day.