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AI Foundry project

As explained in Microsoft Azure in Action

An AI Foundry project is an isolated organizational environment for managing the data, models, jobs, and deployment assets of an AI scenario.

An AI Foundry project is an isolated command center for one AI scenario. It gathers data, models, jobs, deployments, and access controls so a team has one organized place to work. section 7.4.1 section 7.6

A project helps teams:

  • Separate one AI effort from other projects or environments. section 7.4.1
  • Organize datasets, labeling tasks, training runs, model histories, and deployment definitions. section 7.4.1 section 7.6
  • Control sensitive activities through fine-grained roles, managed identities, audit logs, and centralized security. section 7.4.1 section 7.6

Banning Books recommendation project

Banning Books creates an AI Foundry resource named bb-ai-foundry in the BanningRG resource group, selects a subscription and region, then uses a project for its Book Recommendation Engine. Data scientists, engineers, and content editors can find the relevant datasets, training work, and deployment assets in one place. section 7.4.1

Figure 7.4 Configuration of the AI Foundry project

Review the configuration choices for the subscription, resource group, and region when creating an AI Foundry project. section 7.4.1

How Microsoft Azure in Action covers it

How deep it goes
Explains setup, organization, and access control but stops short of detailed project implementation.
Examples
Uses Banning Books’ bb-ai-foundry resource and Book Recommendation Engine as concrete project examples.
What you can do after
Operate/configure an AI Foundry project by selecting its resource type, subscription, resource group, region, assets, and permissions.
How it connects
Connects datasets, labeling tasks, training runs, deployments, Blob Storage, role-based access, and model version histories.

Related concepts

This explainer was generated by Manning's knowledge graph from the text of Microsoft Azure in Action. The section links point to the parts of the book it draws on.