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AI-901 compact: Azure AI Fundamentals with Microsoft Foundry

Understand AI on Azure: the topics of exam AI-901 in plain language, from responsible AI through language models, text, speech and images to agents in Microsoft Foundry.

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Who it is for

For everyone who wants to place AI in Azure and build first small solutions, even without a technical background.

Prerequisites

No programming skills for module C1. For C2 it is enough to read short C# examples; the lessons explain every line. You need an Azure subscription only for the optional try-it steps.

Afterward, you can

  • Name the six principles of responsible AI and apply them to examples
  • Explain how generative models work and choose models and deployment types by capability
  • Tell AI workloads apart: generative and agentic AI, text analysis, speech, computer vision, information extraction
  • Deploy a model in Microsoft Foundry, write prompts and build an agent in the portal
  • Read short C# examples for chat, agents, text, speech, images and Content Understanding
  • Justify for a case which service handles which input and where a person checks

Contents

  1. C1

    AI concepts and capabilities

    responsible AI, how generative models work, models and deployment, workloads, text and speech, images and information extraction

    5 h
  2. C2

    AI solutions with Microsoft Foundry

    Foundry portal and models, prompts, chat client and agents, text analysis, speech, images, Content Understanding

    9 h

About 14 hours in all (indicative).

Lessons

The lessons are open on this site, without signing up. It is best to work through them in order.

The lessons stand under their modules, in the order of the course. Click a module to open or close its lessons.

C1 AI concepts and capabilities

Indicative: 5 hours · 6 lessons
  1. Lesson 1 · about 45 minutes

    Responsible AI: the six principles

  2. Lesson 2 · about 45 minutes

    How generative AI works

  3. Lesson 3 · about 45 minutes

    Choosing and deploying models

  4. Lesson 4 · about 45 minutes

    AI workloads at a glance

  5. Lesson 5 · about 45 minutes

    Understanding text and speech

C2 AI solutions with Microsoft Foundry

Indicative: 9 hours · 10 lessons
  1. Lesson 8 · about 45 minutes

    Writing good prompts

  2. Lesson 9 · about 45 minutes

    A chat client with the Foundry SDK

  3. Lesson 11 · about 45 minutes

    Calling an agent from an application

  4. Lesson 12 · about 45 minutes

    Text analysis in an application

  5. Lesson 13 · about 45 minutes

    Speech in an application

  6. Lesson 14 · about 45 minutes

    Understanding and generating images

  7. Lesson 16 · about 45 minutes

    Bringing it together and moving on

Final project: the Kladde

What the Kladde can do after this course

No project: the course follows one case, the invented Nordlicht Reisen GmbH, and does not build on the Kladde.

At the end you can name the AI services of Azure, assign them to a case and read the small examples. The AI track goes deeper in C#.

More about the Kladde

Certifications

An offer, never a requirement: these Microsoft exams fit this stage. You take them at Microsoft; we are not a Microsoft training partner.

  • AI-901 Azure AI Fundamentals

    The entry point to the AI certifications, centered on Microsoft Foundry; expects a basic knowledge of Python syntax.

The course follows the topics Microsoft lists for exam AI-901 (in the version of its skills list we read when writing) and replaces neither Microsoft's material nor exam preparation. The exam expects Python skills; the course shows the examples in C# and says where Microsoft shows Python. You take the exam with Microsoft; registration, price and dates are there.

Keep learning with Microsoft Learn

Microsoft's learning paths and documentation that go with this course.

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