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  • Book Overview & Buying Learning Microsoft Cognitive Services
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Learning Microsoft Cognitive Services

Learning Microsoft Cognitive Services - Third Edition

By : Leif Larsen Henning Larsen
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Learning Microsoft Cognitive Services

Learning Microsoft Cognitive Services

By: Leif Larsen Henning Larsen
Buy this Book

Overview of this book

Microsoft Cognitive Services is a set of APIs for integrating artificial intelligence in your applications to solve logical business problems. If you’re new to developing applications with AI, Learning Microsoft Cognitive Services will give you a comprehensive introduction to Microsoft’s AI stack and get you up-to-speed in no time. The book introduces you to 24 APIs, including Emotion, Language, Vision, Speech, Knowledge, and Search. Using Visual Studio, you can develop applications with enhanced capabilities for image processing, speech recognition, text processing, and much more. Moving forward, you will work with datasets that enable your applications to process various data in the form of image, video, or text. By the end of the book, you’ll be able to confidently explore Cognitive Services APIs for building intelligent applications that can be deployed for real-world business uses.
Table of Contents (14 chapters)
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Preface
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Preface
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Who this book is for
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What this book covers
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To get the most out of this book
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Get in touch
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1
1. Getting Started with Microsoft Cognitive Services
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1. Getting Started with Microsoft Cognitive Services
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Cognitive Services in action for fun and life-changing purposes
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Setting up the boilerplate code
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Detecting faces with the Face API
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An overview of different APIs
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Getting feedback on detected faces
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Summary
2
2. Analyzing Images to Recognize a Face
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2. Analyzing Images to Recognize a Face
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Analyze an image using the Computer Vision API
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Diving deep into the Face API
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Adding identification to our smart-house application
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Knowing your mood using the Face API
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Automatically moderating user content
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Building your own image classifiers
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Summary
3
3. Analyzing Videos
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3. Analyzing Videos
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Diving into Video Indexer
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Unlocking video insights using Video Indexer
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Summary
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4. Letting Applications Understand Commands
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4. Letting Applications Understand Commands
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Creating language-understanding models
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Training a model
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Summary
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5. Speaking with Your Application
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5. Speaking with Your Application
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Converting text to audio and vice versa
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Knowing who is speaking
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Verifying a person through speech
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Customizing speech recognition
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Translating speech on the fly
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Summary
6
6. Understanding Text
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6. Understanding Text
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Setting up a common core
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Correcting spelling errors
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Extracting information through textual analysis
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Translating text on the fly
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Summary
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7. Building Recommendation Systems for Businesses
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7. Building Recommendation Systems for Businesses
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Providing personalized recommendations
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Summary
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8. Querying Structured Data in a Natural Way
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8. Querying Structured Data in a Natural Way
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Tapping into academic content using the academic API
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Interpreting natural language queries
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Finding academic entities in query expressions
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Calculating the distribution of attributes from academic entities
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Entity attributes
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Creating the backend using the Knowledge Exploration Service
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Defining attributes
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Adding data
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Building the index
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Understanding natural language
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Local hosting and testing
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Going for scale
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Answering FAQs using QnA Maker
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Creating a knowledge base from frequently asked questions
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Training the model
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Publishing the model
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Summary
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9. Adding Specialized Searches
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9. Adding Specialized Searches
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Searching the web using the smart-house application
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Getting the news
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Searching for images and videos
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Helping the user with autosuggestions
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Search commonalities
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Searching for visual content using Bing Visual Search
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Adding a custom search
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Summary
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10. Connecting the Pieces
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10. Connecting the Pieces
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Completing our smart-house application
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Real-life applications using Microsoft Cognitive Services
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Where to go from here
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Summary
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A. LUIS Entities
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A. LUIS Entities
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LUIS prebuilt entities
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B. License Information
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B. License Information
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Video Frame Analyzer
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OpenCvSharp3
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Newtonsoft.Json
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NAudio
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Index
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Index

Automatically moderating user content

Using the content moderator API, we can add monitoring to user-generated content. The API is created to assist with flags and to assess and filter offensive and unwanted content.

Types of content moderation APIs

We will quickly go through the key features of the moderation APIs in this section.

Note

A reference to the documentation for all APIs can be found at https://docs.microsoft.com/nb-no/azure/cognitive-services/content-moderator/api-reference.

Image moderation

The image moderation API allows you to moderate images for adult and inappropriate content. It can also extract textual content and detect faces in images.

When using the API to evaluate inappropriate content, the API will take an image as input. Based on the image, it will return a Boolean value, indicating whether the image is appropriate or not. It will also contain a corresponding confidence score between 0 and 1. The Boolean value is set based on a set of default thresholds.

If the image contains...

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Learning Microsoft Cognitive Services
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