Azure Cognitive Services for Developers
Azure Cognitive Services for Developers

Author: Gerald Versluis

Publisher:

Published: 2019

Total Pages:

ISBN-13: 9781838552565

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Make your applications smarter, the easy way with Azure Cognitive Services About This Video Learn about Azure Cognitive Services: what they are, how they work, and what they can do for you. Set up Cognitive Services and easily integrate them into a range of different applications. Stay ahead of your competition and surprise your end-users by incorporating AI in your solutions. In Detail Always wanted to use AI, but it seems too hard? Not anymore! With Azure Cognitive Services, you can make your applications smarter--the easy way. In this course, you will be introduced to Azure Cognitive Services. With this, Microsoft offers you a lot of the power that AI has to offer, but it's made available to you by a set of simple-to-use REST APIs. Because it is so easy to implement, you can start working with it today and make your applications smarter with AI--the easy way. After working through this course, you will know what Cognitive Services are and what they can do for you. But most importantly, after this hands-on course you will be able to get started for yourself, straightaway! Downloading the example code for this course: You can download the example code files for this course on GitHub at the following link: https://github.com/PacktPublishing/Azure-Cognitive-Services-for-Developers . If you require support please email: [email protected].

Hands-On Machine Learning with Azure
Hands-On Machine Learning with Azure

Author: Thomas K Abraham

Publisher: Packt Publishing Ltd

Published: 2018-10-31

Total Pages: 331

ISBN-13: 1789130271

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Implement machine learning, cognitive services, and artificial intelligence solutions by leveraging Azure cloud technologies Key FeaturesLearn advanced concepts in Azure ML and the Cortana Intelligence Suite architectureExplore ML Server using SQL Server and HDInsight capabilitiesImplement various tools in Azure to build and deploy machine learning modelsBook Description Implementing Machine learning (ML) and Artificial Intelligence (AI) in the cloud had not been possible earlier due to the lack of processing power and storage. However, Azure has created ML and AI services that are easy to implement in the cloud. Hands-On Machine Learning with Azure teaches you how to perform advanced ML projects in the cloud in a cost-effective way. The book begins by covering the benefits of ML and AI in the cloud. You will then explore Microsoft’s Team Data Science Process to establish a repeatable process for successful AI development and implementation. You will also gain an understanding of AI technologies available in Azure and the Cognitive Services APIs to integrate them into bot applications. This book lets you explore prebuilt templates with Azure Machine Learning Studio and build a model using canned algorithms that can be deployed as web services. The book then takes you through a preconfigured series of virtual machines in Azure targeted at AI development scenarios. You will get to grips with the ML Server and its capabilities in SQL and HDInsight. In the concluding chapters, you’ll integrate patterns with other non-AI services in Azure. By the end of this book, you will be fully equipped to implement smart cognitive actions in your models. What you will learnDiscover the benefits of leveraging the cloud for ML and AIUse Cognitive Services APIs to build intelligent botsBuild a model using canned algorithms from Microsoft and deploy it as a web serviceDeploy virtual machines in AI development scenariosApply R, Python, SQL Server, and Spark in AzureBuild and deploy deep learning solutions with CNTK, MMLSpark, and TensorFlowImplement model retraining in IoT, Streaming, and Blockchain solutionsExplore best practices for integrating ML and AI functions with ADLA and logic appsWho this book is for If you are a data scientist or developer familiar with Azure ML and cognitive services and want to create smart models and make sense of data in the cloud, this book is for you. You’ll also find this book useful if you want to bring powerful machine learning services into your cloud applications. Some experience with data manipulation and processing, using languages like SQL, Python, and R, will aid in understanding the concepts covered in this book

Beginning Azure Cognitive Services
Beginning Azure Cognitive Services

Author: Alicia Moniz

Publisher: Apress

Published: 2021-09-01

Total Pages: 310

ISBN-13: 9781484271759

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Get started with Azure Cognitive Services and its APIs that expose machine learning as a service. This book introduces the suite of Azure Cognitive Services and helps you take advantage of the proven machine learning algorithms that have been developed by experts and made available through Cognitive Services, easily integrating those algorithms into your own applications without having to develop the algorithms from scratch. The book also shows you how to use the algorithms provided by Cognitive Services to accelerate data analysis and development within your organization. The authors begin by introducing the tools and describing the steps needed to invoke libraries to analyze structured and unstructured text, speech, and pictures, and you will learn to create interactive chatbots using the Cognitive Services libraries. Each chapter contains the information you need to implement artificial intelligence (AI) via Azure Cognitive Services in your personal and professional projects. The book also covers ethical considerations that are becoming increasingly of concern when using AI to drive decision making. You will be introduced to tools such as FairLearn and InterpretML that can help you detect bias and understand the results your models are generating. What You Will Learn Invoke the Cognitive Services APIs from a variety of languages and apps Understand common design architectures for AI solutions in Azure Decrease discrimination and bias when creating an AI-driven solution Execute the examples within the book and learn how to extend those examples Implement best practices for leveraging the Vision, Speech, and Language parts of the suite Test Cognitive Services APIs via the Azure portal and using the Postman API tool Execute AI from low-code and no-code platforms like Logic Apps and Microsoft’s Power Platform Who This Book Is For Technical professionals who are interested in implementing artificial intelligence (AI) in pre-existing apps, expanding their value and skill sets, or learning more about AI for personal projects; for programmers working in languages such as C# and Python; and for those using low- and no-code platforms such as Microsoft Power Platform

Hands-on Azure Cognitive Services
Hands-on Azure Cognitive Services

Author: Ed Price

Publisher: Apress

Published: 2021-10-12

Total Pages: 367

ISBN-13: 9781484272480

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Use this hands-on guide book to learn and explore cognitive APIs developed by Microsoft and provided with the Azure platform. This book gets you started working with Azure Cognitive Services. You will not only become familiar with Cognitive Services APIs for applications, but you will also be exposed to methods to make your applications intelligent for deployment in businesses. The book starts with the basic concepts of Azure Cognitive Services and takes you through its features and capabilities. You then learn how to work inside the Azure Marketplace for Bot Services, Cognitive Services, and Machine Learning. You will be shown how to build an application to analyze images and videos, and you will gain insight on natural language processing (NLP). Speech Services and Decision Services are discussed along with a preview of Anomaly Detector. You will go through Bing Search APIs and learn how to deploy and host services by using containers. And you will learn how to use Azure Machine Learning and create bots for COVID-19 safety, using Azure Bot Service. After reading this book, you will be able to work with datasets that enable applications to process various data in the form of images, videos, and text. What You Will Learn Discover the options for training and operationalizing deep learning models on Azure Be familiar with advanced concepts in Azure ML and the Cortana Intelligence Suite architecture Understand software development kits (SKDs) Deploy an application to Azure Kubernetes Service Who This Book Is For Developers working on a range of platforms, from .NET and Windows to mobile devices, as well as data scientists who want to explore and learn more about deep learning and implement it using the Microsoft AI platform

Programming for the Internet of Things
Programming for the Internet of Things

Author: Dawid Borycki

Publisher: Microsoft Press

Published: 2017-05-26

Total Pages: 1658

ISBN-13: 150930214X

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Rapidly implement Internet of Things solutions Creating programs for the Internet of Things offers you an opportunity to build and program custom devices whose functionality is limited only by your imagination. This book teaches you to do exactly that, with solutions presented in a step-by-step format. When you read this book, you not only learn the fundamentals of device programming, you will also be ready to write code for revolutionizing devices and robots. You don’t need to be an expert in low-level programming to benefit from this book. It explains basic concepts and programming techniques before diving into the more complicated topics. Each of the book’s chapters and appendices contains a suitable level of detail to help you quickly master device programming. MCP Dawid Borycki shows you how to: Build Universal Windows Platform (UWP) applications that target interconnected embedded devices Design and implement background apps for seamless integration with hardware components Use intrinsic UWP functionality to detect and track human faces Build artificial auditory, visual, and learning systems Process audio signals to blink LEDs to the rhythm of music Use OpenCV to develop custom image-processing algorithms Communicate with external devices by using serial, USB, Wi-Fi, and AllJoyn connectivity Design and implement applications to control DC, stepper, and servo motors for robotics Use Microsoft Cognitive Services to detect human emotions Build predictive analysis and preventive maintenance systems by using the Azure IoT Suite

Azure for .NET Core Developers
Azure for .NET Core Developers

Author: Kasam Ahmed Shaikh

Publisher: BPB Publications

Published: 2020-04-14

Total Pages: 228

ISBN-13: 9389328446

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Demystifying working in Azure Ecosystem for .NET Core DevelopersÊ KEY FEATURES - Discover and put to use the latest features in .NET Core 3.1 and Azure Functions V3Ê - Learn how to debugging Azure Functions from Production, hosted on CloudÊ - Understand the working of Application Key Management with Security aspects DESCRIPTIONÊ Every developer is striving hard to up-skill oneself from a developer to a Cloud developer and with the growing pace of cloud programming, this up-gradation is not simple.Ê This book will help .NET Core developers to seamlessly cover this said journey. It covers the newly released .Net Core 3.0 / 3.1 features including, Azure Function V3. The book not only focusses on one way of working with Azure Cloud services but also includes another viable way of managing Azure resources with the software application. The book also touches base on some Azure products and services. From exploring the most used Azure services to touching the newest version of offerings, this book is aimed to cover everything from a developer perspective. Code exercise, Code blocks, azure service implementation, application secrets keys management, free super-fast hosting options along with live debugging of code hosted on Cloud, are some of the key take-aways from this book.Ê Ê WHAT WILL YOU LEARN - Develop a .NET core application with Azure App serviceÊ - Use Azure CosmosDB to manage database services - Explore & work with Microsoft Azure StorageÊ - Able to have the best hosting option for Static Content web applicationÊ - Work with Azure Functions V3 using Visual Studio 2019Ê - Implement best Key Management in the app on Azure WHO THIS BOOK IS FORÊ This book is for aspiring Cloud developers with some experience in Microsoft cloud services. It is also for .NET Core developers who wish to learn and use Azure solutions.Ê TABLE OF CONTENTS 1. Azure Ecosystem 2. My App on Cloud Ð Microsoft Azure 3. Application Backend - Azure CosmosDB 4. Working with Microsoft Azure Storage 5. Working with Microsoft Azure Storage as Hosting option 6. Securing Application secrets keys with Azure 7. Step towards Serverless approach

Implementing Azure Cognitive Services for Language
Implementing Azure Cognitive Services for Language

Author: James Millar

Publisher:

Published: 2019

Total Pages:

ISBN-13: 9781838558864

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Gain foundational knowledge of the text analytics API to understand the Microsoft Cognitive Services suite About This Video Enhance your applications with web-scale machine learning and learn to check spelling and grammar Enhance and provide a better service to your customer base using Azure Cognitive Services for language Build an application and add natural language processing to your applications In Detail Microsoft Cognitive Services APIs allow developers to leverage the power of artificial intelligence to create apps that can more effectively understand and interpret the needs of users. Even the simplest of business applications can have a global reach, requiring developers to consider the culture and languages across regions. This course focuses on how to implement Cognitive Services in your business or organization for day-to-day operations based on language-related services. In this course, you'll learn how to understand, configure, utilize, and work with text analysis, translator text, content moderation, Bing spell check and the Language Understanding Intelligence Service (LUIS). You'll learn the type of data that these APIs analyze, what scenarios they are best suited for, and how to leverage them in your code. You will be able to detect language, key phrases, entities, and sentiment and translate between languages in real-time. You'll delve into the exciting Language Understanding Intelligence Service (LUIS), which allows apps to accept a user's input in natural language. By the end of this course, you'll gain foundational knowledge of the text analytics API that will help you take your overall understanding of the Microsoft Cognitive Services suite to the next level.

Azure AI Services at Scale for Cloud, Mobile, and Edge
Azure AI Services at Scale for Cloud, Mobile, and Edge

Author: Simon Bisson

Publisher: "O'Reilly Media, Inc."

Published: 2022-04-11

Total Pages: 227

ISBN-13: 1098108019

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Take advantage of the power of cloud and the latest AI techniques. Whether you’re an experienced developer wanting to improve your app with AI-powered features or you want to make a business process smarter by getting AI to do some of the work, this book's got you covered. Authors Anand Raman, Chris Hoder, Simon Bisson, and Mary Branscombe show you how to build practical intelligent applications for the cloud, mobile, browsers, and edge devices using a hands-on approach. This book shows you how cloud AI services fit in alongside familiar software development approaches, walks you through key Microsoft AI services, and provides real-world examples of AI-oriented architectures that integrate different Azure AI services. All you need to get started is a working knowledge of basic cloud concepts. Become familiar with Azure AI offerings and capabilities Build intelligent applications using Azure Cognitive Services Train, tune, and deploy models with Azure Machine Learning, PyTorch, and the Open Neural Network Exchange (ONNX) Learn to solve business problems using AI in the Power Platform Use transfer learning to train vision, speech, and language models in minutes

Microsoft Azure Security Center
Microsoft Azure Security Center

Author: Yuri Diogenes

Publisher: Microsoft Press

Published: 2018-06-04

Total Pages: 307

ISBN-13: 1509307060

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Discover high-value Azure security insights, tips, and operational optimizations This book presents comprehensive Azure Security Center techniques for safeguarding cloud and hybrid environments. Leading Microsoft security and cloud experts Yuri Diogenes and Dr. Thomas Shinder show how to apply Azure Security Center’s full spectrum of features and capabilities to address protection, detection, and response in key operational scenarios. You’ll learn how to secure any Azure workload, and optimize virtually all facets of modern security, from policies and identity to incident response and risk management. Whatever your role in Azure security, you’ll learn how to save hours, days, or even weeks by solving problems in most efficient, reliable ways possible. Two of Microsoft’s leading cloud security experts show how to: • Assess the impact of cloud and hybrid environments on security, compliance, operations, data protection, and risk management • Master a new security paradigm for a world without traditional perimeters • Gain visibility and control to secure compute, network, storage, and application workloads • Incorporate Azure Security Center into your security operations center • Integrate Azure Security Center with Azure AD Identity Protection Center and third-party solutions • Adapt Azure Security Center’s built-in policies and definitions for your organization • Perform security assessments and implement Azure Security Center recommendations • Use incident response features to detect, investigate, and address threats • Create high-fidelity fusion alerts to focus attention on your most urgent security issues • Implement application whitelisting and just-in-time VM access • Monitor user behavior and access, and investigate compromised or misused credentials • Customize and perform operating system security baseline assessments • Leverage integrated threat intelligence to identify known bad actors

Learn Azure in a Month of Lunches, Second Edition
Learn Azure in a Month of Lunches, Second Edition

Author: Iain Foulds

Publisher: Manning Publications

Published: 2020-10-06

Total Pages: 366

ISBN-13: 1617297623

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Learn Azure in a Month of Lunches, Second Edition, is a tutorial on writing, deploying, and running applications in Azure. In it, you’ll work through 21 short lessons that give you real-world experience. Each lesson includes a hands-on lab so you can try out and lock in your new skills. Summary You can be incredibly productive with Azure without mastering every feature, function, and service. Learn Azure in a Month of Lunches, Second Edition gets you up and running quickly, teaching you the most important concepts and tasks in 21 practical bite-sized lessons. As you explore the examples, exercises, and labs, you'll pick up valuable skills immediately and take your first steps to Azure mastery! This fully revised new edition covers core changes to the Azure UI, new Azure features, Azure containers, and the upgraded Azure Kubernetes Service. Purchase of the print book includes a free eBook in PDF, Kindle, and ePub formats from Manning Publications. About the technology Microsoft Azure is vast and powerful, offering virtual servers, application templates, and prebuilt services for everything from data storage to AI. To navigate it all, you need a trustworthy guide. In this book, Microsoft engineer and Azure trainer Iain Foulds focuses on core skills for creating cloud-based applications. About the book Learn Azure in a Month of Lunches, Second Edition, is a tutorial on writing, deploying, and running applications in Azure. In it, you’ll work through 21 short lessons that give you real-world experience. Each lesson includes a hands-on lab so you can try out and lock in your new skills. What's inside Understanding Azure beyond point-and-click Securing applications and data Automating your environment Azure services for machine learning, containers, and more About the reader This book is for readers who can write and deploy simple web or client/server applications. About the author Iain Foulds is an engineer and senior content developer with Microsoft. Table of Contents PART 1 - AZURE CORE SERVICES 1 Before you begin 2 Creating a virtual machine 3 Azure Web Apps 4 Introduction to Azure Storage 5 Azure Networking basics PART 2 - HIGH AVAILABILITY AND SCALE 6 Azure Resource Manager 7 High availability and redundancy 8 Load-balancing applications 9 Applications that scale 10 Global databases with Cosmos DB 11 Managing network traffic and routing 12 Monitoring and troubleshooting PART 3 - SECURE BY DEFAULT 13 Backup, recovery, and replication 14 Data encryption 15 Securing information with Azure Key Vault 16 Azure Security Center and updates PART 4 - THE COOL STUFF 17 Machine learning and artificial intelligence 18 Azure Automation 19 Azure containers 20 Azure and the Internet of Things 21 Serverless computing