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Machine Learning in Microservices: Productionizing microservices architecture for machine learning solutions by Mohamed Osam Abouahmed 9781804617748

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Description

A practical guide for developers, and solution architects to design, build, and deploy intelligent microservices system Key Features * Explanation of microservices system architecture, pros and cons. * Understand different models of microservices architecture, machine learning, and how to combine them. * Learn different ways to build microservices architecture and solve practical design challenges. Book Description The book starts with the main concepts of Machine Learning Service Architecture (MSA), comparing MSA with service-based and event-driven architectures, and how to transition into MSA. You will then learn different approaches to build MSA and solve common practical challenges faced in MSA design. The book then goes over machine learning concepts and how they can help better design and run MSA systems. Then close by discussing practical examples and open-source applications that will help build and run highly efficient, agile microservices system By the end of this book, you will have understood different models of microservices architecture, machine learning, and how to combine both technologies to deliver a flexible, highly scalable enterprise system What you will learn * The importance of MSA and machine learning and deploying both technologies in enterprise systems * Understand the MSA enterprise systems and their general practical challenges * Learn how to design and develop microservices architecture * Understand the different AI algorithms, types, and models and how they can be applicable to MSA * Identify and solve common MSA deployment challenges and how to overcome these challenges using AI and machine learning algorithms * Explore with hands-on examples general open-source and commercial tools commonly used in MSA enterprise systems Who This Book Is For Machine learning solution architects, system and machine learning developers, and system and solution integrators, of private and public sector organizations. Some knowledge of DevOps, system architecture, and artificial intelligence (AI) systems. Some working knowledge of Python programming language is also highly desired

Book Information
ISBN 9781804617748
Author Mohamed Osam Abouahmed
Format Paperback
Page Count 292
Imprint Packt Publishing Limited
Publisher Packt Publishing Limited

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