AI-102: Designing and Implementing a Microsoft Azure AI Solution

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.

Before attending this course, you 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

Learning Path 1: Prepare for AI engineering

• Prepare to develop AI solutions on Azure

Learning path 2: Provision and manage Azure AI Services

• Create and consume Azure AI Services
• Secure Azure AI Services
• Monitor Azure AI Services
• Deploy Azure AI services in containers

Learning path 3: Process and translate text with Azure AI Services

• Extract insights from text with the Azure AI Language service
• Translate text with the Azure AI Translator service

Learning path 4: Process and Translate Speech with Azure AI Speech Services

• Create speech-enabled apps with Azure AI services
• Translate speech with the Azure AI Speech service

Learning path 5: Create a Language Understanding solution with Azure AI Language

• Build a conversational language understanding model
• Publish and use an Azure AI Language Understanding app

Learning path 6: Build a question answering solution

• Build a question answering solution

Learning path 7: Build custom text analytics solutions

• Create a custom text classification solution
• Custom named entity recognition

Learning path 8: Create conversational AI solutions

• Create a bot with the Bot Framework SDK
• Create a Bot with the Bot Framework Composer

Learning path 9: Create computer vision solutions with Azure AI Vision

• Analyze images
• Analyze video
• Classify images
• Detect objects in images
• Detect, analyze, and recognize faces

Learning path 10: Extract text from images and documents

• Read Text in Images and Documents with the Azure AI Vision Service
• Extract data from forms with Azure Document Intelligence

Learning path 11: Implement knowledge mining with Azure Cognitive Search

• Create an Azure Cognitive Search solution
• Create a custom skill for Azure Cognitive Search
• Create a knowledge store with Azure Cognitive Search
• Enrich a search index using Language Studio
• Implement advanced search features in Azure Cognitive Search
• Build an Azure Machine Learning custom skill for Azure Cognitive Search
• Search data outside the Azure platform in Azure Cognitive Search using Azure Data Factory
• Maintain an Azure Cognitive Search solution

Learning path 12: Develop Generative AI solutions with Azure OpenAI Service

• Get started with Azure OpenAI Service
• Build natural language solutions with Azure OpenAI Service
• Apply prompt engineering with Azure OpenAI Service
• Generate code with Azure OpenAI Service
• Generate images with Azure OpenAI Service
• Use your own data with Azure OpenAI Service
• Responsible Generative AI