Introduction to AI on Azure

Overview

Explore the fundamentals of AI on Azure, covering machine learning, generative AI, natural language processing, computer vision, and information extraction, with hands-on exercises to build practical skills.

Syllabus

- Module 1: Module 1: Introduction to AI conceptsIntroduction to AIGenerative AIComputer visionSpeechNatural language processingExtract data and insightsResponsible AIModule assessmentSummary - Module 2: Module 2: Get started with Azure AI servicesIntroductionAI services on the Azure platformCreate Azure AI service resourcesUse Azure AI servicesUnderstand authentication for Azure AI servicesExercise - Explore Azure AI ServicesModule assessmentSummary - Module 3: Module 3: Introduction to machine learning conceptsIntroductionWhat is machine learning?Types of machine learningRegressionBinary classificationMulticlass classificationClusteringDeep learningTransformersModule assessmentSummary - Module 4: Module 4: Design a machine learning model training solutionIntroductionDefine the problemGet and prepare dataTrain the modelIntegrate a modelMonitor the modelModule assessmentSummary - Module 5: Module 5: Introduction to generative AI conceptsIntroductionWhat is generative AI?How do language models work?Understand how transformers advance language modelsUnderstand differences in language modelsImprove prompt resultsCreate responsible generative AI solutionsModule assessmentSummary - Module 6: Module 6: Get started with generative AI on AzureIntroductionUnderstand generative AI applicationsUnderstand tools to develop generative AIUnderstand Azure AI Foundry's model catalogUnderstand Azure AI Foundry capabilitiesUnderstand observabilityExercise - Explore generative AI in Azure AI Foundry portalModule assessmentSummary - Module 7: Module 7: Introduction to natural language processing conceptsIntroductionUnderstand how language is processedUnderstand statistical techniques for NLPUnderstand semantic language modelsModule assessmentSummary - Module 8: Module 8: Get started with natural language processing on AzureIntroductionUnderstand natural language processing on AzureUnderstand Azure AI Language's text analysis capabilitiesAzure AI Language's conversational AI capabilitiesAzure AI Translator capabilitiesGet started in Azure AI FoundryExercise - Analyze text in Azure AI Foundry portalModule assessmentSummary - Module 9: Module 9: Get started with speech on AzureIntroductionUnderstand speech recognition and synthesisGet started with speech on AzureUse Azure AI SpeechExercise - Explore Speech in Azure AI Foundry portalModule assessmentSummary - Module 10: Module 10: Introduction to computer vision conceptsIntroductionOverviewUnderstand image processingMachine learning for computer visionUnderstand modern vision modelsModule assessmentSummary - Module 11: Module 11: Get started with computer vision on AzureIntroductionUnderstand Azure AI services for computer visionUnderstand Azure AI Vision Image Analysis capabilitiesUnderstand Azure AI Vision's Face service capabilitiesGet started in Azure AI Foundry portalExercise - Analyze images in Azure AI Foundry portalModule assessmentSummary - Module 12: Module 12: Introduction to AI-powered information extraction conceptsIntroductionOverviewUnderstand the extraction of data from imagesUnderstand the extraction of data from formsUnderstand multimodal data extractionUnderstand data extraction for knowledge miningModule assessmentSummary - Module 13: Module 13: Get started with AI-powered information extraction on AzureIntroductionAzure AI services for information extractionExtract information with Azure AI VisionExtract multimodal information with Azure AI Content UnderstandingExtract information from forms with Azure AI Document IntelligenceCreate a knowledge mining solution with Azure AI SearchExercise - Extract informationModule assessmentSummary

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