AI-102: Develop AI solutions in Azure

Course Information

Course Name

AI-102: Develop AI solutions in Azure

Exam code

AI-102

Duration

5 Days

Certification

Microsoft Certified: Azure AI Engineer Associate

Overview

AI-102 Designing and Implementing an Azure AI Solution is intended for software developers wanting to build AI infused applications that leverage Azure AI Services, Azure AI Search, and Azure OpenAI. The course will use C# or Python as the programming language.

Audience Profile

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.

Prerequisites

Before starting this learning path, you should already have:

• Familiarity with Azure and the Azure portal.

• Experience programming with C# or Python.

At Course Completion

Course Outline

Module 1: Plan and prepare to develop AI solutions on Azure
Module 2: Create and consume Azure AI services
Module 3: Secure Azure AI services
Module 4: Monitor Azure AI services
Module 5: Deploy Azure AI services in containers
Module 6: Use AI responsibly with Azure AI Content Safety

Module 7: Analyze images
Module 8: Classify images
Module 9: Detect objects in images
Module 10: Detect, analyze, and recognize faces
Module 11: Read text in images and documents with the Azure AI Vision Service

Module 12: Analyze video

Module 13: Analyze text with Azure AI Language
Module 14: Create question answering solutions with Azure AI Language
Module 15: Build a conversational language understanding model

Module 16: Create a custom text classification solution
Module 17: Custom named entity recognition

Module 18: Translate text with Azure AI Translator service

Module 19: Create speech-enabled apps with Azure AI services
Module 20: Translate speech with the Azure AI Speech service

Module 21: Create an Azure AI Search solution
Module 22: Create a custom skill for Azure AI Search
Module 23: Create a knowledge store with Azure AI Search
Module 24: Implement advanced search features in Azure AI Search
Module 25: Search data outside the Azure platform in Azure AI Search using Azure Data Factory
Module 26: Maintain an Azure AI Search solution
Module 27: Perform search reranking with semantic ranking in Azure AI Search
Module 28: Perform vector search and retrieval in Azure AI Search

Module 29: Plan an Azure AI Document Intelligence solution
Module 30: Use prebuilt Document intelligence models
Module 31: Extract data from forms with Azure Document intelligence
Module 32: Create a composed Document intelligence model

Module 33: Develop applications with Azure OpenAI Service
Module 34: Implement Retrieval Augmented Generation (RAG) with Azure OpenAI Service
Module 35: Generate images with Azure OpenAI Service

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