COURSE OBJECTIVE:
Students will learn to:
• Get started with Azure AI Services
• Create computer vision solutions with Azure AI Vision
• Develop natural language processing solutions with Azure AI Services
• Implement knowledge mining with Azure AI Search
• Develop solutions with Azure AI Document Intelligence
• Develop Generative AI solutions with Azure OpenAI Service
TARGET AUDIENCE:
Software engineers concerned with building, managing and deploying AI solutions that leverage Azure AI Services, Azure AI Search, and Azure OpenAI. 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 generative AI solutions on Azure.
COURSE PREREQUISITES:
Before starting this learning path, you should already have:
• Familiarity with Azure and the Azure portal.
• Experience programming with C# or Python. If you have no previous programming experience, we recommend you complete the Take your first steps with C# or Take your first steps with Python learning path before starting this one.
COURSE CONTENT:
Module 1: Get started with Azure AI Services
• Prepare to develop AI solutions on Azure
• Create and consume Azure AI services
• Secure Azure AI services
• Monitor Azure AI services
• Deploy Azure AI services in containers
Module 2: Create computer vision solutions with Azure AI Vision
• Analyze images
• Image classification with custom Azure AI Vision models
• Detect, analyze, and recognize faces
• Read Text in images and documents with the Azure AI Vision Service
• Analyze video
Module 3: Develop natural language processing solutions with Azure AI Services
• Analyze text with Azure AI Language
• Create question answering solutions with Azure AI Language
• Build a conversational language understanding model
• Create a custom text classification solution
• 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
Module 4 : Implement knowledge mining with Azure AI Search
• Create an Azure AI Search solution
• Create a custom skill for Azure AI Search
• Create a knowledge store with Azure AI Search
• Enrich your data with Azure AI Language
• Implement advanced search features in Azure AI Search
• Build an Azure Machine Learning custom skill for Azure AI Search
• Search data outside the Azure platform in Azure AI Search using Azure Data Factory
• Maintain an Azure AI Search solution
• Perform search re-ranking with semantic ranking in Azure AI Search
• Perform vector search and retrieval in Azure AI Search
Module 5: Develop solutions with Azure AI Document Intelligence
• Plan an Azure AI Document Intelligence solution
• Use prebuilt Document intelligence models
• Extract data from forms with Azure Document intelligence
• Create a composed Document intelligence model
• Build a Document intelligence custom skill for Azure AI search
Module 6: 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
• Implement Retrieval Augmented Generation (RAG) with Azure OpenAI Service
• Fundamentals of Responsible Generative AI
FOLLOW ON COURSES:
Not available. Please contact.