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LinkedIn Learning

Microsoft Cognitive Services for Developers: 1 Vision

via LinkedIn Learning

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Overview

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Learn how to use Microsoft Cognitive Services to embed AI in your applications. This course covers the vision APIs for text, image, and facial recognition.

Syllabus

Introduction
  • Welcome
  • What you should know
  • Using the exercise files
1. The Basics
  • Introduction
  • Set up the Node.js project
  • Add TypeScript debugging support
  • Add helper code and demonstrate debugging
2. Describing, Categorizing, and Tagging
  • Provision Vision API in Azure and configure project
  • Write code to describe an image using the Vision API
  • Run the code to describe an image using the Vision API
  • Returning multiple descriptions
  • Defining the analysis business object
  • Writing the analyze method
  • Using the analyze method to describe an image
  • Tags and categories
3. Performing Deeper Analysis
  • Analyzing colors
  • Identifying line drawing and clip art vs. real pictures
  • Identifying adult vs. racy content
  • Generating thumbnails
4. Working with Models
  • Recognizing celebrities
  • Recognizing landmarks
5. Handwriting and OCR
  • Set up the Node.js project
  • Submit an image for handwriting or OCR
  • Polling for status of submitted image
  • Synchronous treatment for OCR
  • Performing OCR
  • Performing handwriting recognition
6. Working with Faces
  • Recognize faces using the Vision API
  • Provision the Emotion API and update the project
  • Making code changes to analyze emotions
  • Recognizing emotions for multiple pictures
  • Provision the Face API and update the project
7. Identifying People
  • Recognizing faces: The theory
  • Set up your project
  • Set up your sample dataset
  • Read the dataset
  • Organize your code and explain what you need to do
  • Create a person group
  • Delete or train the person group
  • Create a person and add a face
  • Add detection and identification functions
  • Create a person group using helper classes
  • Train a person group
  • Detecting and identifying a person
  • Run code and delete the person group
Conclusion
  • Next steps

Taught by

Sahil Malik

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