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AI resources: AI engineering

23 of 61 resources in the catalogue match this selection. Narrow it further below, or clear the filters to see everything.

23 of 23 resources

Courses & trainingCertificationsAcademic programsReference
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  • Students

Google

Courses & training

Machine Learning Crash Course

Google's own introduction to machine learning concepts, combining written explanation with interactive exercises. Assumes some programming comfort and is the usual bridge between AI literacy and AI engineering.

Intermediate · Course · Free

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  • Technical

Google

Reference

Google AI for Developers

First-party documentation for building with Google's Gemini models — API reference, prompting guidance and worked examples. The authoritative reference rather than a taught course.

Intermediate · Documentation · Free

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  • Technical
  • Professionals

Google

Courses & training

Google Cloud Skills Boost

Google Cloud's training catalogue, including generative-AI and machine-learning paths built around hands-on labs in a real cloud environment. Contains both free and paid material.

Multiple levels · Learning path · Free and paid

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  • Technical
  • Professionals

Google

Certifications

Professional Machine Learning Engineer

Google Cloud's senior machine-learning credential, earned by passing a paid proctored exam rather than by finishing a course. It examines designing, building and running ML systems in production on Google Cloud, and assumes the candidate has done that work.

Advanced · Certificate · Paid

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  • Technical
  • Professionals

Microsoft

Courses & training

AI Learning Hub

A broad AI learning hub organised around roles and practical outcomes, spanning AI fundamentals, agents, Azure AI, Microsoft Copilot, data, development, security and AI leadership. The widest single starting point in the directory.

Multiple levels · Learning path · Free

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  • Technical
  • Students

Microsoft

Courses & training

Microsoft Learn training catalog

The full Microsoft Learn catalogue, filterable by role, product and level. Useful when you know the specific skill you are after and want to go straight to it.

Multiple levels · Learning path · Free

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  • Technical
  • Professionals

Microsoft

Certifications

Microsoft Applied Skills

Credentials awarded on a scenario-based assessment rather than a multiple-choice exam, aimed at demonstrating a specific technical skill rather than broad product knowledge.

Intermediate · Credential · See provider

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  • Technical
  • Professionals

Microsoft

Certifications

Browse Microsoft credentials

The full directory of Microsoft certifications and credentials, including the AI and data ones. Start here to see what exists before committing to a preparation path.

Multiple levels · Credential · See provider

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  • Technical

Microsoft

Reference

Azure AI Foundry documentation

Reference documentation for building, evaluating and operating generative-AI applications and agents on Microsoft's platform. Aimed at teams putting something into production.

Advanced · Documentation · Free

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