Data & AI
Data analytics, data science and machine learning โ Google Data Analytics, IBM, DeepLearning.AI, and free university courses with credit-recommended options.
IBM
IBM states SkillsBuild is "100% free and online" and awards "industry-recognized credentials" across AI, technology and career skills. The common misunderstanding: people expect it to be a degree-equivalent. It is a badge library โ useful as evidence of specific skills and as free structured study, not as a substitute for a qualification. (Specific badge names were not enumerated on the page checked; browse the catalog before citing any one badge.)
โ IBM-issued digital credentials; vendor-backed rather than accredited, but IBM badging is well understood by employers
Go to the official issuer โ
University of Helsinki and MinnaLearn
A free online introduction to artificial intelligence built for non-experts by the University of Helsinki โ Finland's oldest and largest university โ with MinnaLearn, issuing a certificate on completion. The common misunderstanding: it teaches you to BUILD AI systems. It does not; it makes you literate about what AI is and is not, which is the thing most job descriptions are actually asking for. (ECTS academic credit is widely reported for this course but was NOT stated on the page checked โ treat credit claims as UNVERIFIED.)
โ A university-backed free AI literacy course used internationally, including by public-sector employers, as a baseline AI-literacy credential
Go to the official issuer โ
U.S. Department of Labor Office of Apprenticeship (employer-sponsored)
Artificial Intelligence is one of the twelve industries DOL lists for Registered Apprenticeship, alongside technology and advanced manufacturing โ meaning there are employers being paid attention to by DOL who will hire and train you into AI work on a wage. The common misunderstanding: that AI roles require a graduate degree by definition. Some do; the registered apprenticeship occupations exist precisely because many do not.
โ DOL Certificate of Completion, nationally portable; AI is a named DOL apprenticeship industry
Go to the official issuer โ
Amazon Web Services
COST: Free TRAINING only โ the AWS certification exam is separate and paid; full Skill Builder is $29/month or $449/year. AWS publishes "1,000+ free learning resources," including over 900 free self-paced digital courses across AWS services at all levels. This is the textbook case of the split the catalog should always name: the LEARNING is free, the CREDENTIAL is not. The common misunderstanding: people complete free AWS courses and believe they are AWS certified. They are not โ certification requires a separately purchased proctored exam.
โ AWS certifications are strongly recognised in cloud and data hiring; the free courses themselves are training, not a credential
Go to the official issuer โ
Google (via Coursera)
A beginner-to-job data-analytics program. Audit free, certificate ~$49/mo; ACE-recommended for college credit. Covers spreadsheets, SQL, R and Tableau.
โ Entry-level, ACE-recommended for college credit
Go to the official issuer โ
DeepLearning.AI (via Coursera)
The most-recommended applied machine-learning and AI courses. Audit free; certificate via Coursera subscription. Strong signal for ML/AI roles.
โ Respected ML/AI training from Andrew Ng
Go to the official issuer โ
IBM (via Coursera)
A beginner data-science path from IBM with hands-on Python and a capstone. Audit free; certificate via subscription.
โ Entry-level, employer-recognized
Go to the official issuer โ
Microsoft
COST: No fee is stated on Microsoft's Applied Skills pages or FAQ โ cost UNVERIFIED; Microsoft role-based CERTIFICATION exams are definitely paid. Scenario-based credentials earned by completing tasks in an interactive, lab-based assessment rather than by sitting a multiple-choice exam, covering AI, cloud, data and now business scenarios; Microsoft says they validate one specific skill set where a Certification validates four to six. Microsoft also confirms certifications "renew...annually at no cost." The common misunderstanding: Applied Skills is not a Microsoft Certification and does not replace one โ Microsoft says so explicitly. Listed here with the cost flagged rather than asserted, because Microsoft does not print a price on either the programme page or its FAQ.
โ Microsoft-verified credential, shareable to LinkedIn; narrower than a Microsoft Certification and newer, so employer recognition is still building
Go to the official issuer โ