Learn AI/ML

The best way to learn AI/ML, ranked by what employers ask for

1,721 of 7,767 live roles ask for AI/ML. 29 courses and certificates compared: paid, free with a certificate, free, and trusted videos. The best free start is CS50AI: Introduction to Artificial Intelligence with Python (Harvard (CS50)).

Live roles ask

1,721

22% of the board

Options compared

29

courses & certificates

Four ways to learn it

AI/ML, from certified programme to free video

The best option of each kind, ranked on how well-regarded it is, what it costs to finish with a certificate, and how squarely it teaches this. The ringed one is where most people should start. Sponsorship plays no part.

Certified programme8 comparedFree certificate4 comparedFree course14 comparedTrusted video3 compared

AI/ML

1,721 live roles ask for it

Our pickCertified programmeAI For Everyone

Coursera

Free to auditCertificate

One of the strongest ways to learn AI/ML

Take itStart
Free certificateCS50AI: Introduction to Artificial Intelligence with Python

Harvard (CS50)

Free · free certificateFree certificate

One of the strongest ways to learn AI/ML

Take itStart
Free courseCreate machine learning models

Microsoft Learn

Free6 h

Useful, with trade-offs

Worth consideringStart
Trusted videoMachine Learning for Everybody – Full Course

freeCodeCamp.org

Free4 h10M views

One of the strongest ways to learn AI/ML

Take itWatch

Who asks for it

Where AI/ML is asked for

  • Software engineering537 roles
  • Data220 roles
  • Sales167 roles
  • AI and machine learning121 roles

Roles

Jobs that list it

Software EngineerSolutions ArchitectForward Deployed EngineerProduct ManagerEnterprise Account ExecutiveAccount ExecutiveLakebase Sales SpecialistData ScientistSolutions EngineerApplied AI Architect

Everything else

More ways to learn AI/ML

Best first, with the verdict and what each costs.

Often asked for together

Skills that come with AI/ML

Questions

Learning AI/ML

Is AI/ML worth learning?

1,721 of the 7,767 live roles on insiderOne ask for it (22%), most often in software engineering roles (537).

Can I learn AI/ML for free?

Yes. CS50AI: Introduction to Artificial Intelligence with Python from Harvard (CS50) is free, and so is its certificate. Of the options compared here, it is the best one that costs nothing.

What is the best way to learn AI/ML?

For most people, AI For Everyone (Coursera, free to audit). It is ranked on how well-regarded it is, what it costs to finish with a certificate, and how squarely it teaches AI/ML. Sponsorship plays no part.

Your own plan

AI/ML is one skill. Which ones is your next role missing?

Tell insiderOne where you're headed and it reads the live board for the gaps between you and it, then ranks a way to learn each one for your budget. Free to start.

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Counts from 7,767 live roles, updated 13 September 2026.