Introduction and Foundations
Introduction to Azure AI Services
- Overview of Azure AI services
- Understanding the Azure portal and resource creation
- Introduction to Responsible AI principles
- Hands-on: Creating an Azure AI resource
Managing Azure AI Services
- Configuring diagnostic logging and monitoring resources
- Managing costs, account keys, and authentication
- Hands-on: Setting up diagnostic logging and managing account keys
Implementing Content Moderation and Computer Vision
Content Moderation Solutions
- Implementing text moderation with Azure AI Content Safety
- Implementing image moderation with Azure AI Content Safety
- Hands-on: Building a content moderation solution
Computer Vision Solutions
- Analyzing images and videos
- Implementing custom computer vision models
- Hands-on: Creating a custom image classification model
Natural Language Processing Solutions
Text Analysis and Language Detection
- Extracting key phrases, entities, and sentiment analysis
- Detecting languages and PII
- Hands-on: Building a text analysis solution
Speech Processing
- Implementing text-to-speech and speech-to-text
- Custom speech solutions and intent recognition
- Hands-on: Creating a speech-to-text solution
Language Understanding and Translation
- Building and managing language understanding models
- Implementing translation services
- Hands-on: Creating a language understanding model and translation service
Knowledge Mining, Document Intelligence, and Generative AI
Knowledge Mining Solutions
- Implementing Azure AI Search
- Creating data sources, indexes, and skillsets
- Hands-on: Building an Azure AI Search solution
Document Intelligence Solutions
- Using prebuilt models to extract data from documents
- Implementing custom document intelligence models
- Hands-on: Creating a custom document intelligence model
Generative AI Solutions
- Using Azure OpenAI Service to generate content
- Configuring generative AI parameters and using prompt engineering
- Hands-on: Creating a generative AI solution with Azure OpenAI
Advanced Topics and Capstone Project
- Using Azure OpenAI Service to generate content
- Configuring generative AI parameters and using prompt engineering
- Hands-on: Creating a generative AI solution with Azure OpenAI
Advanced Deployment and Integration
- Integrating Azure AI services into CI/CD pipelines
- Planning and implementing container deployments
- Hands-on: Deploying an AI solution using containers
Capstone Project and Review
- Working on a comprehensive project that integrates multiple Azure AI services
- Review and assessment of the project
- Q&A and course wrap-up