Optimizing Microsoft Azure Workloads

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Optimizing Microsoft Azure Workloads

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Author : Rithin Skaria
language : en
Publisher: Packt Publishing Ltd
Release Date : 2023-08-11

Optimizing Microsoft Azure Workloads written by Rithin Skaria and has been published by Packt Publishing Ltd this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-08-11 with Computers categories.

Master Azure Well-Architected Framework and improve your optimization skills by enhancing the quality of your workloads Purchase of the print or Kindle book includes a free PDF eBook Key Features Learn Well-Architected Framework from a cloud solution architect and an official Microsoft trainer Optimize your workloads in Azure by following Microsoft recommended best practices Use reference architecture and Microsoft tests to conduct Well-Architected Framework (WAF) assessment Book DescriptionIt’s easy to learn and deploy resources in Microsoft Azure, without worrying about resource optimization. However, for production or mission critical workloads, it’s crucial that you follow best practices for resource deployment to attain security, reliability, operational excellence and performance. Apart from these aspects, you need to account for cost considerations, as it’s the leading reason for almost every organization’s cloud transformation. In this book, you’ll learn to leverage Microsoft Well-Architected Framework to optimize your workloads in Azure. This Framework is a set of recommended practices developed by Microsoft based on five aligned pillars; cost optimization, performance, reliability, operational excellence, and security. You’ll explore each of these pillars and discover how to perform an assessment to determine the quality of your existing workloads. Through the book, you’ll uncover different design patterns and procedures related to each of the Well-Architected Framework pillars. By the end of this book, you’ll be well-equipped to collect and assess data from an Azure environment and perform the necessary upturn of your Azure workloads.What you will learn Dive deep into the Azure Well-Architected Framework Explore the differences between Cloud Adoption Framework and Well-Architected Framework Understand the pillars of the Well-Architected Framework Discover varied techniques to improve the cost profile of your workload Optimize your workflows using Azure Advisor and its score Plan and prioritize the implementation of security recommendations from WAF assessments Who this book is forThis book is for developers, cloud solution architects, cloud administrators, and professionals experienced in design, implementation, and management of Azure resources. Professionals looking to learn cloud optimization or switch to a new role related to architecture can benefit from this book. An intermediate level understanding of the Microsoft Azure platform and services is a must. Experience in implementing or designing solutions in Azure is a plus but not mandatory.

Designing Distributed Systems

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Author : Brendan Burns
language : en
Publisher: "O'Reilly Media, Inc."
Release Date : 2018-02-20

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 2018-02-20 with Computers categories.

Without established design patterns to guide them, developers have had to build distributed systems from scratch, and most of these systems are very unique indeed. Today, the increasing use of containers has paved the way for core distributed system patterns and reusable containerized components. This practical guide presents a collection of repeatable, generic patterns to help make the development of reliable distributed systems far more approachable and efficient. Author Brendan Burns—Director of Engineering at Microsoft Azure—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. Understand how patterns and reusable components enable the rapid development of reliable distributed systems Use the side-car, adapter, and ambassador patterns to split your application into a group of containers on a single machine Explore loosely coupled multi-node distributed patterns for replication, scaling, and communication between the components Learn distributed system patterns for large-scale batch data processing covering work-queues, event-based processing, and coordinated workflows

The Road To Azure Cost Governance

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Author : Paola E. Annis
language : en
Publisher: Packt Publishing Ltd
Release Date : 2022-02-18

The Road To Azure Cost Governance written by Paola E. Annis and has been published by Packt Publishing Ltd this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-02-18 with Computers categories.

Get to grips with Microsoft Azure cost management and gain complete, reliable, and sustainable control of your cloud spend Key FeaturesExplore resource rightsizing and cleanup methods and their implementationLearn key resource usage optimization conceptsUnderstand app optimization and plan for optimized and sustainable cloud native applicationsBook Description Cloud teams and ICT cost controllers working with Azure will be able to put their knowledge to work with this practical guide, introducing a process model for structured cost governance. The Road to Azure Cost Governance is a must-read if you find yourself facing the harsh reality of monthly cloud costs gradually getting out of control. Starting with how resources are created and managed, everything you need to know in order to track, display, optimize, rightsize, and clean up cloud resources will be tackled with a workflow approach that will leave the choice of operation to you (be it the Azure CLI, automation, logic apps, or even custom code). Using real-world datasets, you'll learn everything from basic cost management to modeling your cloud spend across your technical resources in a sustainable way. The book will also show you how to create a recursive optimization process that will give you full control of spending and savings, while helping you reserve budget for future cloud projects and innovation. By the end of this Azure book, you'll have a clear understanding and control of your cloud spend along with knowledge of a number of cost-saving techniques used by companies around the world, application optimization patterns, and the carbon impact of your cloud infrastructure. What you will learnUse Azure reporting, monitoring, and configurations to model your cloud resources and make costs clearerDiscover resource-saving techniques and put them into practiceEstablish a continuous clean-up and rightsizing processExplore and implement automation to drive recurrent savingsFind out how to use Azure Reservations in the best possible wayGet started with building cloud native, cost-optimized applicationsGet to grips with implementing cost- and carbon-aware applications on AzureWho this book is for If you're someone who deals with Azure cloud costs and has a technical background, this book will help you understand and control your cloud spending. This book is for decision-makers, cloud managers, cloud architects, cost controllers, and software solution professionals working with Microsoft cloud services in Azure and looking to build optimized solutions for their enterprise operations.

Optimizing Generative Ai Workloads For Sustainability

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Author : Ishneet Kaur Dua
language : en
Publisher: Springer Nature
Release Date : 2024-11-18

Optimizing Generative Ai Workloads For Sustainability written by Ishneet Kaur Dua and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-11-18 with Computers categories.

This comprehensive guide provides practical strategies for optimizing Generative AI systems to be more sustainable and responsible. As advances in Generative AI such as large language models accelerate, optimizing these resource-intensive workloads for efficiency and alignment with human values grows increasingly urgent. The book starts with the concept of Generative AI and its wide-ranging applications, while also delving into the environmental impact of AI workloads and the growing importance of adopting sustainable AI practices. It then delves into the fundamentals of efficient AI workload management, providing insights into understanding AI workload characteristics, measuring performance, and identifying bottlenecks and inefficiencies. Hardware optimization strategies are explored in detail, covering the selection of energy-efficient hardware, leveraging specialized AI accelerators, and optimizing hardware utilization and scheduling for sustainable operations. You are also guided through software optimization techniques tailored for Generative AI, including efficient model architecture, compression, and quantization methods, and optimization of software libraries and frameworks. Data management and preprocessing strategies are also addressed, emphasizing efficient data storage, cleaning, preprocessing, and augmentation techniques to enhance sustainability throughout the data life cycle. The book further explores model training and inference optimization, cloud and edge computing strategies for Generative AI, energy-efficient deployment and scaling techniques, and sustainable AI life cycle management practices, and concludes with real-world case studies and best practices By the end of this book, you will take away a toolkit of impactful steps you can implement to minimize the environmental harms and ethical risks of Generative AI. For organizations deploying any type of generative model at scale, this essential guide provides a blueprint for developing responsible AI systems that benefit society. What You Will Learn Understand how Generative AI can be more energy-efficient through improvements such as model compression, efficient architecture, hardware optimization, and carbon footprint tracking Know the techniques to minimize data usage, including evaluation, filtering, synthesis, few-shot learning, and monitoring data demands over time Understand spanning efficiency, data minimization, and alignment for comprehensive responsibility Know the methods for detecting, understanding, and mitigating algorithmic biases, ensuring diversity in data collection, and monitoring model fairness Who This book Is For Professionals seeking to adopt responsible and sustainable practices in their Generative AI work; leaders and practitioners who need actionable strategies and recommendations that can be implemented directly in real-world systems and organizational workflows; ML engineers and data scientists building and deploying Generative AI systems in industry settings; and researchers developing new generative AI techniques, such as at technology companies or universities

Microsoft Azure Essentials Fundamentals Of Azure

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Author : Michael Collier
language : en
Publisher: Microsoft Press
Release Date : 2015-01-29

Microsoft Azure Essentials Fundamentals Of Azure written by Michael Collier and has been published by Microsoft Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2015-01-29 with Computers categories.

Microsoft Azure Essentials from Microsoft Press is a series of free ebooks designed to help you advance your technical skills with Microsoft Azure. The first ebook in the series, Microsoft Azure Essentials: Fundamentals of Azure, introduces developers and IT professionals to the wide range of capabilities in Azure. The authors - both Microsoft MVPs in Azure - present both conceptual and how-to content for key areas, including: Azure Websites and Azure Cloud Services Azure Virtual Machines Azure Storage Azure Virtual Networks Databases Azure Active Directory Management tools Business scenarios Watch Microsoft Press’s blog and Twitter (@MicrosoftPress) to learn about other free ebooks in the “Microsoft Azure Essentials” series.

Microsoft Azure Text Book

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Author : Manish Soni
language : en
Publisher:
Release Date : 2024-11-13

Microsoft Azure Text Book written by Manish Soni and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-11-13 with Study Aids categories.

Microsoft Azure Text Book: Comprehensive Guide to Cloud Computing and Certification Preparation is designed to provide a thorough understanding of Microsoft Azure, equipping readers with the knowledge and skills necessary to navigate the complexities of cloud computing. As businesses and organizations increasingly adopt cloud technologies to drive innovation, efficiency, and scalability, Microsoft Azure stands as a leading cloud platform offering a vast array of services. This book serves as a structured resource for IT professionals, developers, and business decision-makers, covering fundamental concepts, core services, and advanced topics such as security, DevOps, and hybrid cloud solutions. With a focus on both theoretical foundations and practical applications, this guide ensures that readers can confidently build, deploy, and manage applications in Azure while gaining valuable insights into best practices and real-world case studies. Beyond foundational learning, Microsoft Azure Text Book: Comprehensive Guide to Cloud Computing and Certification Preparation also serves as a critical tool for individuals preparing for Microsoft Azure certification exams. The book includes a wealth of multiple-choice questions, practice tests, and interactive exercises designed to reinforce learning and assess knowledge retention. Additionally, video tutorials and self-assessment tools provide a comprehensive and immersive learning experience, bridging the gap between theory and practical application. Whether you are new to cloud computing or an experienced professional looking to refine your expertise, this book is an indispensable resource for mastering Microsoft Azure and advancing your career in the ever-evolving world of cloud technology.

A Developer S Guide To Cloud Apps Using Microsoft Azure

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Author : Hamida Rebai Trabelsi
language : en
Publisher: Packt Publishing Ltd
Release Date : 2023-02-17

A Developer S Guide To Cloud Apps Using Microsoft Azure written by Hamida Rebai Trabelsi and has been published by Packt Publishing Ltd this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-02-17 with Computers categories.

Build and deploy modern and secure applications on Microsoft Azure by implementing best practices, patterns, and new technologies with this easy-to-follow guide Purchase of the print or Kindle book includes a free PDF eBook Key FeaturesLearn various methods to migrate legacy applications to cloud using different Azure servicesImplement continuous integration and deployment as a best practice for DevOps and agile developmentGet started with building cloud-based applications using containers and orchestrators in different scenariosBook Description Companies face several challenges during cloud adoption, with developers and architects needing to migrate legacy applications and build cloud-oriented applications using Azure-based technologies in different environments. A Developer's Guide to Cloud Apps Using Microsoft Azure helps you learn how to migrate old apps to Azure using the Cloud Adoption Framework and presents use cases, as well as build market-ready secure and reliable applications. The book begins by introducing you to the benefits of moving legacy apps to the cloud and modernizing existing ones using a set of new technologies and approaches. You'll then learn how to use technologies and patterns to build cloud-oriented applications. This app development book takes you on a journey through three major services in Azure, namely Azure Container Registry, Azure Container Instances, and Azure Kubernetes Service, which will help you build and deploy an application based on microservices. Finally, you'll be able to implement continuous integration and deployment in Azure to fully automate the software delivery process, including the build and release processes. By the end of this book, you'll be able to perform application migration assessment and planning, select the right Azure services, and create and implement a new cloud-oriented application using Azure containers and orchestrators. What you will learnGet to grips with new patterns and technologies used for cloud-native applicationsMigrate old applications and databases to Azure with easeWork with containers and orchestrators to automate app deploymentSelect the right Azure service for deployment as per the use casesSet up CI/CD pipelines to deploy apps and services on Azure DevOpsLeverage Azure App Service to deploy your first applicationBuild a containerized app using Docker and Azure Container RegistryWho this book is for This book is for cloud developers, software architects, system administrators, developers, and computer science students looking to understand the new role of the software architect or developer in the cloud world. Professionals looking to enhance their cloud and cloud-native programming concepts will also find this book useful. A sound background in C#, ASP.NET Core, and Visual Studio (any recent version) and basic knowledge of cloud computing will be helpful.

Optimizing Databricks Workloads

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Author : Anirudh Kala
language : en
Publisher: Packt Publishing Ltd
Release Date : 2021-12-24

Optimizing Databricks Workloads written by Anirudh Kala and has been published by Packt Publishing Ltd this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-12-24 with Computers categories.

Accelerate computations and make the most of your data effectively and efficiently on Databricks Key FeaturesUnderstand Spark optimizations for big data workloads and maximizing performanceBuild efficient big data engineering pipelines with Databricks and Delta LakeEfficiently manage Spark clusters for big data processingBook Description Databricks is an industry-leading, cloud-based platform for data analytics, data science, and data engineering supporting thousands of organizations across the world in their data journey. It is a fast, easy, and collaborative Apache Spark-based big data analytics platform for data science and data engineering in the cloud. In Optimizing Databricks Workloads, you will get started with a brief introduction to Azure Databricks and quickly begin to understand the important optimization techniques. The book covers how to select the optimal Spark cluster configuration for running big data processing and workloads in Databricks, some very useful optimization techniques for Spark DataFrames, best practices for optimizing Delta Lake, and techniques to optimize Spark jobs through Spark core. It contains an opportunity to learn about some of the real-world scenarios where optimizing workloads in Databricks has helped organizations increase performance and save costs across various domains. By the end of this book, you will be prepared with the necessary toolkit to speed up your Spark jobs and process your data more efficiently. What you will learnGet to grips with Spark fundamentals and the Databricks platformProcess big data using the Spark DataFrame API with Delta LakeAnalyze data using graph processing in DatabricksUse MLflow to manage machine learning life cycles in DatabricksFind out how to choose the right cluster configuration for your workloadsExplore file compaction and clustering methods to tune Delta tablesDiscover advanced optimization techniques to speed up Spark jobsWho this book is for This book is for data engineers, data scientists, and cloud architects who have working knowledge of Spark/Databricks and some basic understanding of data engineering principles. Readers will need to have a working knowledge of Python, and some experience of SQL in PySpark and Spark SQL is beneficial.

Ultimate Snowflake Architecture For Cloud Data Warehousing Architect Manage Secure And Optimize Your Data Infrastructure Using Snowflake For Actionable Insights And Informed Decisions

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Author : Ganesh Bharathan
language : en
Publisher: Orange Education Pvt Limited
Release Date : 2024-04-25

Ultimate Snowflake Architecture For Cloud Data Warehousing Architect Manage Secure And Optimize Your Data Infrastructure Using Snowflake For Actionable Insights And Informed Decisions written by Ganesh Bharathan and has been published by Orange Education Pvt Limited this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-04-25 with Computers categories.

"Unlocking the Power of Snowflake: Unveiling the Architectural Wonders of Modern Data Management" Key Features● Learn from real client experiences for practical deployment and administration. ● Design secure and high-performance data architectures. ● Develop seamless data pipelines for creation, transformation, and consumption. ● Utilize Snowflake Data Exchange for collaborative data sets and insights. Book DescriptionUnlock the revolutionary world of Snowflake with this comprehensive book which offers invaluable insights into every aspect of Snowflake architecture and management. Beginning with an introduction to Snowflake's architecture and key concepts, you will learn about cloud data warehousing principles like Star and Snowflake schemas to master efficient data organization. Advancing to topics such as distributed systems and data loading techniques, you will discover how Snowflake manages data storage and processing for scalability and optimized performance. Covering security features like encryption and access control, the book will equip you with the tools to ensure data confidentiality and compliance. The book also covers expert insights into performance optimization and schema design, equipping you with techniques to unleash Snowflake's full potential. By the end, you will have a comprehensive understanding of Snowflake's architecture and be empowered to leverage its features for valuable insights from massive datasets. What you will learn● Understand the foundational principles of Snowflake architecture and its core components ● Efficiently manage organizations and accounts within the Snowflake environment ● Leverage virtual warehouse compute to scale processing capabilities effectively ● Implement role-based access control to ensure robust data security measures ● Establish comprehensive data governance practices tailored to Snowflake ● Apply the security framework provided by Snowflake to safeguard data assets ● Implement deployment considerations for seamless integration into existing systems ● Optimize data storage strategies to maximize efficiency and performance ● Explore the Snowflake Marketplace for additional resources and solutions ● Extend Snowflake's functionality using Snowpark for enhanced data processing capabilities Table of Contents1. Getting Started with Snowflake Architecture 2. Managing Organizations and Accounts 3. Virtual Warehouse Compute 4. Role-Based Access Control 5. Snowflake Data Governance 6. Snowflake Security Framework 7. Deployment Considerations 8. Data Storage in Snowflake 9. Snowflake Marketplace: 10. Snowpark Index

Mastering Microsoft Azure Infrastructure Services

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Author : John Savill
language : en
Publisher: John Wiley & Sons
Release Date : 2015-04-20

Mastering Microsoft Azure Infrastructure Services written by John Savill and has been published by John Wiley & Sons this book supported file pdf, txt, epub, kindle and other format this book has been release on 2015-04-20 with Computers categories.

Understand, create, deploy, and maintain a public cloud using Microsoft Azure Mastering Microsoft Azure Infrastructure Services guides you through the process of creating and managing a public cloud and virtual network using Microsoft Azure. With step-by-step instruction and clear explanation, this book equips you with the skills required to provide services both on-premises and off-premises through full virtualization, providing a deeper understanding of Azure's capabilities as an infrastructure service. Each chapter includes online videos that visualize and enhance the concepts presented in the book, and access to a Windows app that provides instant Azure updates and demonstrates the process of going from on-premises to public cloud via Azure. Coverage includes storage customization, connectivity, virtual networks, backing up, hybrid environments, System Center management, and more, giving you everything you need to understand, evaluate, deploy, and maintain environments that utilize Microsoft Azure. Understand cost, options, and applications of Infrastructure as a Service (IaaS) Enable on- and off-premises connectivity to Azure Customize Azure templates and management processes Exploit key technologies and embrace the hybrid environment Mastering Microsoft Azure Infrastructure Services is your total solution.