Designing and Implementing a Microsoft Azure AI Solution
AI-102 Designing and Implementing an Azure AI Solution is intended for software developers wanting to build AI infused applications that leverage Azure Cognitive Services, Azure Cognitive Search, and Microsoft Bot Framework. The course will use C# or Python as the programming language.
Dla kogo?
Software engineers concerned with building, managing and deploying AI solutions that leverage Azure Cognitive Services, Azure Cognitive Search, and Microsoft Bot Framework. They are familiar with C# or Python and have knowledge on using REST-based APIs to build computer vision, language analysis, knowledge mining, intelligent search, and conversational AI solutions on Azure.
Zdobyte umiejętności
- Describe considerations for AI-enabled application development
- Create, configure, deploy, and secure Azure Cognitive Services
- Develop applications that analyze text
- Develop speech-enabled applications
- Create applications with natural language understanding capabilities
- Create QnA applications
- Create conversational solutions with bots
- Use computer vision services to analyze images and videos
- Create custom computer vision models
- Develop applications that detect, analyze, and recognize faces
- Develop applications that read and process text in images and documents
- Create intelligent search solutions for knowledge mining
Wymagania wstępne
Before attending this course, students must have:
- Knowledge of Microsoft Azure and ability to navigate the Azure portal
- Knowledge of either C# or Python
- Familiarity with JSON and REST programming semantics
Zakres szkolenia
Module 1: Introduction to AI on Azure
- Introduction to Artificial Intelligence
- Artificial Intelligence in Azure
Module 2: Developing AI Apps with Cognitive Services
- Getting Started with Cognitive Services
- Using Cognitive Services for Enterprise Applications
- Lab: Get Started with Cognitive Services
- Lab: Manage Cognitive Services Security
- Lab: Monitor Cognitive Services
- Lab: Use a Cognitive Services Container
Module 3: Getting Started with Natural Language Processing
- Analyzing Text
- Translating Text
- Lab: Analyze Text
- Lab: Translate Text
Module 4: Building Speech-Enabled Applications
- Speech Recognition and Synthesis
- Speech Translation
- Lab: Recognize and Synthesize Speech
- Lab: Translate Speech
Module 5: Creating Language Understanding Solutions
- Creating a Language Understanding App
- Publishing and Using a Language Understanding App
- Using Language Understanding with Speech
- Lab: Create a Language Understanding App
- Lab: Create a Language Understanding Client Application
- Lab: Use the Speech and Language Understanding Services
Module 6: Building a QnA Solution
- Creating a QnA Knowledge Base
- Publishing and Using a QnA Knowledge Base
- Lab: Create a QnA Solution
Module 7: Conversational AI and the Azure Bot Service
- Bot Basics
- Implementing a Conversational Bot
- Lab: Create a Bot with the Bot Framework SDK
- Lab: Create a Bot with Bot Framework Composer
Module 8: Getting Started with Computer Vision
- Analyzing Images
- Analyzing Videos
- Lab: Analyze Images with Computer Vision
- Lab: Analyze Video with Video Indexer
Module 9: Developing Custom Vision Solutions
- Image Classification
- Object Detection
- Lab: Classify Images with Custom Vision
- Lab: Detect Objects in Images with Custom Vision
Module 10: Detecting, Analyzing, and Recognizing Faces
- Detecting Faces with the Computer Vision Service
- Using the Face Service
- Lab: Detect, Analyze, and Recognize Faces
Module 11: Reading Text in Images and Documents
- Reading text with the Computer Vision Service
- Extracting Information from Forms with the Form Recognizer service
- Lab: Read Text in Images
- Lab: Extract Data from Forms
Module 12: Creating a Knowledge Mining Solution
- Implementing an Intelligent Search Solution
- Developing Custom Skills for an Enrichment Pipeline
- Creating a Knowledge Store
- Lab: Create an Azure Cognitive Search solution
- Lab: Create a Custom Skill for Azure Cognitive Search
- Lab: Create a Knowledge Store with Azure Cognitive Search