Mastering Azure
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Mastering Azure Machine Learning
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Author : Christoph Körner
language : en
Publisher: Packt Publishing Ltd
Release Date : 2020-04-30
Mastering Azure Machine Learning written by Christoph Körner 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 2020-04-30 with Computers categories.
Master expert techniques for building automated and highly scalable end-to-end machine learning models and pipelines in Azure using TensorFlow, Spark, and Kubernetes Key FeaturesMake sense of data on the cloud by implementing advanced analyticsTrain and optimize advanced deep learning models efficiently on Spark using Azure DatabricksDeploy machine learning models for batch and real-time scoring with Azure Kubernetes Service (AKS)Book Description The increase being seen in data volume today requires distributed systems, powerful algorithms, and scalable cloud infrastructure to compute insights and train and deploy machine learning (ML) models. This book will help you improve your knowledge of building ML models using Azure and end-to-end ML pipelines on the cloud. The book starts with an overview of an end-to-end ML project and a guide on how to choose the right Azure service for different ML tasks. It then focuses on Azure Machine Learning and takes you through the process of data experimentation, data preparation, and feature engineering using Azure Machine Learning and Python. You'll learn advanced feature extraction techniques using natural language processing (NLP), classical ML techniques, and the secrets of both a great recommendation engine and a performant computer vision model using deep learning methods. You'll also explore how to train, optimize, and tune models using Azure Automated Machine Learning and HyperDrive, and perform distributed training on Azure. Then, you'll learn different deployment and monitoring techniques using Azure Kubernetes Services with Azure Machine Learning, along with the basics of MLOps—DevOps for ML to automate your ML process as CI/CD pipeline. By the end of this book, you'll have mastered Azure Machine Learning and be able to confidently design, build and operate scalable ML pipelines in Azure. What you will learnSetup your Azure Machine Learning workspace for data experimentation and visualizationPerform ETL, data preparation, and feature extraction using Azure best practicesImplement advanced feature extraction using NLP and word embeddingsTrain gradient boosted tree-ensembles, recommendation engines and deep neural networks on Azure Machine LearningUse hyperparameter tuning and Azure Automated Machine Learning to optimize your ML modelsEmploy distributed ML on GPU clusters using Horovod in Azure Machine LearningDeploy, operate and manage your ML models at scaleAutomated your end-to-end ML process as CI/CD pipelines for MLOpsWho this book is for This machine learning book is for data professionals, data analysts, data engineers, data scientists, or machine learning developers who want to master scalable cloud-based machine learning architectures in Azure. This book will help you use advanced Azure services to build intelligent machine learning applications. A basic understanding of Python and working knowledge of machine learning are mandatory.
Mastering Azure Virtual Desktop
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Author : Ryan Mangan
language : en
Publisher: Packt Publishing Ltd
Release Date : 2022-03-16
Mastering Azure Virtual Desktop written by Ryan Mangan 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 2022-03-16 with Computers categories.
Learn how to design, implement, configure, and manage your Azure Virtual Desktop environment Key Features Learn everything about designing and deploying an Azure Virtual Desktop environment Gain in-depth insights into Azure Virtual Desktop and prepare successfully for the AZ-140 exam Explore best practices and expert tips on how to set up Azure Virtual Desktop Book DescriptionAzure Virtual Desktop is a cloud desktop virtualization platform that securely delivers virtual desktops and remote apps. Mastering Azure Virtual Desktop will guide you through designing, implementing, configuring, and maintaining an Azure Virtual Desktop environment effectively. This book can also be used as an exam preparation guide to help you sit the Microsoft AZ-140 exam. You’ll start with an introduction to the essentials of Azure Virtual Desktop. Next, you’ll get to grips with planning an Azure Virtual Desktop architecture before learning how to implement an Azure Virtual Desktop environment. Moving ahead, you’ll learn how to manage and control access as well as configure security controls on your Azure Virtual Desktop environment. As you progress, you’ll understand how to manage user environments and configure MSIX app attach and other Azure Virtual Desktop features to enhance the user experience. You’ll also learn about the Azure Active Directory (AD) join and getting started feature. Finally, you’ll discover how to monitor and maintain an Azure Virtual Desktop environment to help you support your users and diagnose issues when they occur. By the end of this Microsoft Azure book, you’ll have covered all the essential topics you need to know to design and manage Azure Virtual Desktop and prepare for the AZ-140 exam.What you will learn Design Azure Virtual Desktop and user identities and profiles Implement networking and storage for Azure Virtual Desktop Create and configure session host images and host pools Manage access and security for MS Azure Virtual Desktop Implement FSLogix Profile Containers and FSLogix Cloud Cache Configure user experience and Azure Virtual Desktop features Plan and implement business continuity and disaster recovery Automate Azure Virtual Desktop tasks Who this book is for If you are an IT professional, workspace administrator, architect, or consultant looking to learn about designing, implementing, and managing Azure Virtual Desktop, this book is for you. You’ll also find this book helpful if you’re preparing for the Microsoft AZ-140 exam.
Mastering Azure Machine Learning
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Author : Christoph Korner
language : en
Publisher: Packt Publishing Ltd
Release Date : 2022-05-10
Mastering Azure Machine Learning written by Christoph Korner 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 2022-05-10 with Computers categories.
Supercharge and automate your deployments to Azure Machine Learning clusters and Azure Kubernetes Service using Azure Machine Learning services Key Features Implement end-to-end machine learning pipelines on Azure Train deep learning models using Azure compute infrastructure Deploy machine learning models using MLOps Book Description Azure Machine Learning is a cloud service for accelerating and managing the machine learning (ML) project life cycle that ML professionals, data scientists, and engineers can use in their day-to-day workflows. This book covers the end-to-end ML process using Microsoft Azure Machine Learning, including data preparation, performing and logging ML training runs, designing training and deployment pipelines, and managing these pipelines via MLOps. The first section shows you how to set up an Azure Machine Learning workspace; ingest and version datasets; as well as preprocess, label, and enrich these datasets for training. In the next two sections, you'll discover how to enrich and train ML models for embedding, classification, and regression. You'll explore advanced NLP techniques, traditional ML models such as boosted trees, modern deep neural networks, recommendation systems, reinforcement learning, and complex distributed ML training techniques - all using Azure Machine Learning. The last section will teach you how to deploy the trained models as a batch pipeline or real-time scoring service using Docker, Azure Machine Learning clusters, Azure Kubernetes Services, and alternative deployment targets. By the end of this book, you'll be able to combine all the steps you've learned by building an MLOps pipeline. What you will learn Understand the end-to-end ML pipeline Get to grips with the Azure Machine Learning workspace Ingest, analyze, and preprocess datasets for ML using the Azure cloud Train traditional and modern ML techniques efficiently using Azure ML Deploy ML models for batch and real-time scoring Understand model interoperability with ONNX Deploy ML models to FPGAs and Azure IoT Edge Build an automated MLOps pipeline using Azure DevOps Who this book is for This book is for machine learning engineers, data scientists, and machine learning developers who want to use the Microsoft Azure cloud to manage their datasets and machine learning experiments and build an enterprise-grade ML architecture using MLOps. This book will also help anyone interested in machine learning to explore important steps of the ML process and use Azure Machine Learning to support them, along with building powerful ML cloud applications. A basic understanding of Python and knowledge of machine learning are recommended.
Mastering Azure Serverless Computing
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Author : Lorenzo Barbieri
language : en
Publisher: Packt Publishing Ltd
Release Date : 2019-11-22
Mastering Azure Serverless Computing written by Lorenzo Barbieri 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 2019-11-22 with Computers categories.
Become an expert in implementing Azure Functions to work seamlessly with your serverless applications Key FeaturesDevelop scalable, robust multi-tier apps without worrying about infrastructure needsDeploy and manage cost-effective and highly available serverless apps using Azure FunctionsAccelerate enterprise-level application development by seamlessly integrating different cloud services with Azure FunctionsBook Description Application development has evolved from traditional monolithic app development to using serverless options and microservices. This book is designed to guide you through using Microsoft's Azure Functions to process data, integrate systems, and build simple APIs and microservices. You will discover how to apply serverless computing to speed up deployment and reduce downtime. You'll also explore Azure Functions, including its core functionalities and essential tools, along with understanding how to debug and even customize Azure Functions. In addition to this, the book will take you through how you can effectively implement DevOps and automation in your working environment. Toward the concluding chapters, you'll cover some quick tips, troubleshooting techniques, and real-world serverless use cases that will help you make the most of serverless computing. By the end of this book, you will have gained the skills you need to develop and deliver cost-effective Azure serverless solutions. What you will learnCreate and deploy advanced Azure FunctionsLearn to extend the runtime of Azure FunctionsOrchestrate your logic through code or a visual workflowAdd caching, security, routing, and filtering to your APIsUse serverless technologies in real-world scenariosUnderstand how to apply DevOps and automation to your working environmentWho this book is for This book is designed for cloud administrators, architects, and developers interested in building scalable systems and deploying serverless applications with Azure Functions. Prior knowledge of core Microsoft Azure services and Azure Functions is necessary to understand the topics covered in this book.
Mastering Azure Security
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Author : Mustafa Toroman
language : en
Publisher: Packt Publishing Ltd
Release Date : 2022-04-28
Mastering Azure Security written by Mustafa Toroman 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 2022-04-28 with Computers categories.
Get to grips with artificial intelligence and cybersecurity techniques to respond to adversaries and incidents Key FeaturesLearn how to secure your Azure cloud workloads across applications and networksProtect your Azure infrastructure from cyber attacksDiscover tips and techniques for implementing, deploying, and maintaining secure cloud services using best practicesBook Description Security is integrated into every cloud, but this makes users put their guard down as they take cloud security for granted. Although the cloud provides higher security, keeping their resources secure is one of the biggest challenges many organizations face as threats are constantly evolving. Microsoft Azure offers a shared responsibility model that can address any challenge with the right approach. Revised to cover product updates up to early 2022, this book will help you explore a variety of services and features from Microsoft Azure that can help you overcome challenges in cloud security. You'll start by learning the most important security concepts in Azure, their implementation, and then advance to understanding how to keep resources secure. The book will guide you through the tools available for monitoring Azure security and enforcing security and governance the right way. You'll also explore tools to detect threats before they can do any real damage and those that use machine learning and AI to analyze your security logs and detect anomalies. By the end of this cloud security book, you'll have understood cybersecurity in the cloud and be able to design secure solutions in Microsoft Azure. What you will learnBecome well-versed with cloud security conceptsGet the hang of managing cloud identitiesUnderstand the zero-trust approachAdopt the Azure security cloud infrastructureProtect and encrypt your dataGrasp Azure network security conceptsDiscover how to keep cloud resources secureImplement cloud governance with security policies and rulesWho this book is for This book is for Azure cloud professionals, Azure architects, and security professionals looking to implement secure cloud services using Azure Security Centre and other Azure security features. A solid understanding of fundamental security concepts and prior exposure to the Azure cloud will help you understand the key concepts covered in the book more effectively.
Mastering Azure Analytics
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Author : Zoiner Tejada
language : en
Publisher: "O'Reilly Media, Inc."
Release Date : 2017-04-06
Mastering Azure Analytics written by Zoiner Tejada 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 2017-04-06 with Computers categories.
Helps users understand the breadth of Azure services by organizing them into a reference framework they can use when crafting their own big-data analytics solution.
Mastering Azure
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Author : Cybellium
language : en
Publisher: Cybellium Ltd
Release Date : 2023-09-06
Mastering Azure written by Cybellium and has been published by Cybellium Ltd this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-09-06 with Computers categories.
Cybellium Ltd is dedicated to empowering individuals and organizations with the knowledge and skills they need to navigate the ever-evolving computer science landscape securely and learn only the latest information available on any subject in the category of computer science including: - Information Technology (IT) - Cyber Security - Information Security - Big Data - Artificial Intelligence (AI) - Engineering - Robotics - Standards and compliance Our mission is to be at the forefront of computer science education, offering a wide and comprehensive range of resources, including books, courses, classes and training programs, tailored to meet the diverse needs of any subject in computer science. Visit https://www.cybellium.com for more books.
Mastering Azure
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Author : Edwin Cano
language : en
Publisher: Edwin Cano
Release Date : 2024-11-30
Mastering Azure written by Edwin Cano and has been published by Edwin Cano this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-11-30 with Computers categories.
Cloud computing has reshaped the way businesses operate, innovate, and compete in the modern world. Among the many cloud platforms available, Microsoft Azure stands out as a powerful and flexible solution for enterprises, developers, and IT professionals alike. As organizations continue to migrate their operations to the cloud, Azure has become a central hub for building, deploying, and managing applications, infrastructure, and data services with unmatched scalability, security, and efficiency. This book, Mastering Microsoft Azure: A Comprehensive Guide to Microsoft Azure, is designed to be your roadmap for navigating the complexities of Azure. Whether you're a business leader looking to harness the cloud for operational success, a developer exploring Azure's vast tools for application deployment, or an IT professional aiming to enhance your cloud expertise, this guide will provide the knowledge and practical skills necessary to excel in today’s cloud-driven world. Why Azure? Microsoft Azure is one of the most popular and widely adopted cloud platforms globally, offering over 200 products and services across a broad range of computing needs. From virtual machines and databases to AI, IoT, and machine learning, Azure empowers businesses of all sizes to innovate faster, scale efficiently, and reduce costs. It’s trusted by some of the world’s largest organizations and has earned a reputation for reliability, security, and robust performance. In this book, we will explore Azure from both a technical and strategic perspective, covering everything from foundational concepts to advanced features. Whether you're new to cloud computing or are already familiar with Azure, this book will help you understand how to leverage the platform to solve real-world business challenges, optimize processes, and drive digital transformation. What You Will Learn This guide is structured to provide a comprehensive learning experience. You will gain a deep understanding of the following key topics: Fundamentals of Cloud Computing and Azure – Learn the basics of cloud technology, how Azure fits into the cloud ecosystem, and the fundamental concepts like IaaS, PaaS, and SaaS. Setting Up and Managing Azure Environments – Master the Azure portal, resource management tools, and best practices for managing subscriptions, resource groups, and security. Azure Compute and Networking – Dive into Azure's computing resources, including virtual machines, Azure Kubernetes Service (AKS), and networking services such as virtual networks and load balancing. Storage, Databases, and Analytics – Discover how Azure handles data storage, backups, disaster recovery, and analytics, with an in-depth look at services like Azure SQL, Cosmos DB, and Data Factory. Security, Identity, and Governance – Understand the essential security measures in Azure, including identity management, encryption, access control, and compliance. Automation and DevOps – Learn how to automate tasks and streamline application deployments with tools like Azure DevOps, Logic Apps, and Azure Automation. AI, Machine Learning, and Advanced Services – Explore Azure’s capabilities in artificial intelligence, machine learning, and big data processing, enabling you to unlock the potential of next-generation technologies. Hybrid Cloud and Migration – Understand how to integrate on-premises systems with Azure, create hybrid cloud environments, and execute cloud migration strategies. Optimizing Performance and Costs – Learn how to manage and optimize your Azure environment for performance, cost efficiency, and scalability. Career Development and Certification – Gain insights into pursuing certifications, building a career in cloud computing, and continuous learning in the Azure ecosystem. Who Should Read This Book? This book is aimed at a wide audience, from beginners to advanced users of Azure. It is perfect for: Business decision-makers who want to understand how Azure can help drive digital transformation in their organizations. IT professionals and system administrators looking to improve their skills in managing Azure environments and ensuring seamless cloud operations. Developers interested in deploying, managing, and scaling applications on Azure. Cloud architects seeking to design robust, scalable, and secure cloud solutions. Students and those beginning their cloud computing journey who wish to build a strong foundation in Azure. How to Use This Book Each chapter of this book is designed to be self-contained, meaning you can read it sequentially or jump to specific topics that are most relevant to your needs. For those just starting, it is recommended to begin with the fundamentals and progress through the chapters for a structured learning experience. Advanced users may prefer to skip ahead to more complex topics like Azure DevOps, machine learning, and security best practices. Throughout the book, you'll find step-by-step tutorials, best practices, and real-world use cases that will help you apply the concepts in practical scenarios. At the end of each chapter, you’ll also find a summary and a set of exercises designed to reinforce the concepts learned. Embracing the Cloud Revolution The cloud is no longer just a buzzword—it's a transformative technology that is fundamentally changing how businesses operate. Microsoft Azure offers the tools, resources, and services to help you stay ahead in this cloud-first world. By mastering Azure, you’re not just learning a platform; you’re gaining the skills needed to shape the future of your organization and career. So, whether you are just beginning your Azure journey or looking to deepen your expertise, this book will provide you with the knowledge, tools, and insights necessary to thrive in the cloud era. Let's embark on this exciting journey of mastering Azure and unlocking the full potential of cloud computing for your business and beyond.
Mastering Azure Active Directory
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Author : Robert Johnson
language : en
Publisher: HiTeX Press
Release Date : 2025-01-17
Mastering Azure Active Directory written by Robert 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 2025-01-17 with Computers categories.
"Mastering Azure Active Directory: A Comprehensive Guide to Identity Management" is an authoritative resource that equips IT professionals and system administrators with the essential knowledge required to harness the full potential of Azure AD. This book thoroughly explores the intricacies of identity management within the Azure ecosystem, offering a detailed analysis of user and group management, application integration, and device mobility, ensuring a robust foundation for secure and efficient IT operations. Each chapter delves into critical aspects of Azure AD, from initial setup and configuration to advanced features like B2B collaboration and identity protection. Readers will gain practical insights into best practices, troubleshooting, and compliance strategies that enhance security and streamline operations. Whether you're managing a small business or a large enterprise, this guide offers invaluable strategies to maximize Azure AD capabilities, supporting the strategic goals of modern organizations striving for digital transformation.
Mastering Azure Security
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Author : Mustafa Toroman
language : en
Publisher:
Release Date : 2020-05-06
Mastering Azure Security written by Mustafa Toroman and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-05-06 with Computers categories.
Mastering Azure Security enables you to implement top-level security in your Azure tenant. With a focus on cloud security, this book will look at the architectural approach on how to design your Azure solutions to keep and enforce resources secure.