Duration:

5 Days

Audience:

Employees of federal, state and local governments; and businesses working with the government.

Course Overview:

This course provides students with the fundamental knowledge and skills to use PowerShell for administering and automating administration of Windows servers. This course provides students the skills to identify and build the command they require to perform a specific task. In addition, students learn how to build scripts to accomplish advanced tasks such as automating repetitive tasks and generating reports. This course provides prerequisite skills supporting a broad range of Microsoft products, including Windows Server, Windows Client, Microsoft Azure, and Microsoft 365. In keeping with that goal, this course will not focus on any one of those products, although Windows Server, which is the common platform for all of those products, will serve as the example for the techniques this course teaches.

Course Outline:

1 – Get started with AI on Azure

  • Understand machine learning
  • Understand anomaly detection
  • Understand computer vision
  • Understand natural language processing
  • Understand knowledge mining
  • Challenges and risks with AI
  • Understand Responsible AI

2 – Use Automated Machine Learning in Azure Machine Learning

  • What is machine learning?
  • What is Azure Machine Learning studio?
  • What is Azure Automated Machine Learning?
  • Understand the AutoML process

3 – Create a regression model with Azure Machine Learning designer

  • Identify regression machine learning scenarios
  • What is Azure Machine Learning?
  • What is Azure Machine Learning designer?
  • Understand steps for regression

4 – Create a classification model with Azure Machine Learning designer

  • Identify classification machine learning scenarios
  • What is Azure Machine Learning?
  • What is Azure Machine Learning designer?
  • Understand steps for classification

5 – Create a clustering model with Azure Machine Learning designer

  • Identify clustering machine learning scenarios
  • What is Azure Machine Learning?
  • What is Azure Machine Learning designer?
  • Understand steps for clustering

6 – Analyze images with the Computer Vision service

  • Get started with image analysis on Azure

7 – Classify images with the Custom Vision service

  • Understand classification
  • Get started with image classification on Azure

8 – Detect objects in images with the Custom Vision service

  • What is object detection?
  • Get started with object detection on Azure

9 – Detect and analyze faces with the Face service

  • Get started with Face analysis on Azure

10 – Read text with the Computer Vision service

  • Get started with the Read API on Azure

11 – Analyze receipts with the Form Recognizer service

  • Get started with receipt analysis on Azure

12 – Analyze text with the Language service

  • Get started with text analysis

13 – Recognize and synthesize speech

  • Get started with speech on Azure

14 – Translate text and speech

  • Get started with translation in Azure

15 – Create a language model with Conversational Language Understanding

  • Getting started with Conversational Language Understanding

16 – Build a bot with the Language Service and Azure Bot Service

  • Get started with the Language service and Azure Bot Service