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Hands-on AI and data courses built around the datasets and models on the hub — plus the courses from other providers that people most often recommend.

Courses: 139
Free here: 119
Elsewhere: 20

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Responsible AI intermediate

Fairness in practice

Measuring whether a model harms a group, choosing a definition, and doing something about it.

3 lessons 26 min Free

Responsible AI intermediate

Transparency and explanation

Telling people a model was used, and giving a reason they can act on.

3 lessons 25 min Free

Responsible AI advanced

Privacy in machine learning

Personal data in training sets, what models memorise, and the techniques that reduce exposure.

3 lessons 27 min Free

Responsible AI intermediate

Governance for AI systems

Inventories, risk tiers, approvals and reviews that are proportionate rather than theatrical.

3 lessons 25 min Free

Responsible AI intermediate

Responsible AI in practice

Find unequal performance across groups, handle personal data carefully, and document models honestly.

4 lessons 58 min Free