Course Syllabus:

Module 1: Develop Generative AI apps in Azure 

• Plan and prepare to develop AI solutions on Azure 
• Choose and deploy models from the model catalogue in Azure AI 
• Foundry portal 
• Develop an AI app with the Azure AI Foundry SDK 
• Develop a RAG-based solution with your own data using Azure AI 
• Foundry 
• Fine-tune a language model with Azure AI Foundry 
• Implement a responsible generative AI solution in Azure AI Foundry 

Labs: 

• Choose and deploy a language model 
• Create a Generative AI chat app 
• Create a generative AI app that uses your own data 
• Apply content filters to prevent the output of harmful content 
• Evaluate generative AI model performance 

Module 2: Develop AI agents on Azure 

• • Get started with AI agent development on Azure 
• Develop an AI agent with Azure AI Foundry Agent Service 
• Integrate custom tools into your agent 
• Develop a multi-agent solution with Azure AI Foundry Agent Service 
• Integrate MCP Tools with Azure AI Agents 
• Develop an AI agent with Microsoft Agent Framework 
• Orchestrate a multi-agent solution using the Microsoft Agent Framework 

Labs: 

• Explore AI Agent development 
• Develop an AI agent 
• Develop a multi-agent solution with Azure AI Foundry 
• Connect AI Agents to a remote MCP server 
• Develop an Azure AI Agent with the Semantic Kernel SDK 

Module 3: Develop Natural Language Solutions in Azure 

• Analyse text with Azure AI Language 
• Create question answering solutions with Azure AI Language 
• Build a conversational language understanding model 
• Create custom text classification solutions 
• Custom named entity recognition 
• Translate text with Azure AI Translator service 
• Create speech-enabled apps with Azure AI services 
• Translate speech with the Azure AI Speech service 
• Develop an audio-enabled generative AI application 
• Develop an Azure AI Voice Live agent 

• Labs: 

• Analyse text 
• Create a question answering solution 
• Custom text classification 
• Recognize and synthesize speech 
• Develop an audio-enabled chatapp 

Module 4: Develop Computer Vision Solutions in Azure 

• Analyse images 
• Read text in images 
• Detect, analyse, and recognize faces 
• Classify images 
• Detect objects in images 
• Analyse video 
• Develop a vision-enabled generative AI application 

Labs: 

• Analyse images 
• Read text in images 
• Detect and analyse faces 
• Classify images 
• Develop a vision-enabled chatapp 
• Generate images with AI 

Module 5: Develop AI Information Extraction Solutions in Azure 

• Create a multimodal analysis solution with Azure AI Content Understanding 
• Create an Azure AI Content Understanding client application 
• Use prebuilt Document intelligence models 
• Extract data from forms with Azure Document intelligence 
• Create a knowledge mining solution with Azure AI Search 

Labs: 

• Extract information from multi modal content 
• Develop a Content Understanding client application 
• Analyse forms with prebuilt Azure AI Document Intelligence 
• models 
• Analyse forms with custom Azure AI Document Intelligence 
• models 
• Create a knowledge mining solution