By Quick answer: What is the best machine learning certification for beginners?
- Free start — Kaggle Learn Python + Intro to ML.
- Core course — Andrew Ng's ML Specialization.
- Cloud basics — AI-900 or AWS AI Practitioner.
- Next — Deep Learning Specialization.
Key takeaways
- Learn Python and basic statistics before serious ML.
- Andrew Ng's specialization is the best structured ML course for beginners.
- Enter one Kaggle competition to practise on real data.
Machine learning looks intimidating because people start in the wrong place. Start with Python and a gentle intro, take one structured ML course, then practise. These seven certifications follow that order for complete beginners.
Seven beginner ML picks
Ranked for this reader. Costs and formats come from each issuer's own page, checked on 3 November 2026; prices change, so confirm before you book.
| # | Certification | Cost | Time | Prove it free |
|---|---|---|---|---|
| 1 | Kaggle Learn Micro-Courses (ML, Python, SQL)Kaggle (Google) | Free1 | Short micro-courses, a few hours each | Free test |
| 2 | CS50's Introduction to AI with PythonHarvard University | Free2 | Self-paced | Free test |
| 3 | Machine Learning SpecializationDeepLearning.AI & Stanford / Coursera | $49/mo Coursera plan3 | 2 months at 10 hours a week | Free test |
| 4 | IBM Data Science Professional CertificateIBM / Coursera | Coursera plan4 | 4 months at 10 hours a week | Free test |
| 5 | Microsoft Azure AI Fundamentals (AI-900)Microsoft | Exam priced by country5 | Microsoft fundamentals exam | Free test |
| 6 | AWS Certified AI PractitionerAmazon Web Services | $1006 | 90 minutes, 65 questions | Free test |
| 7 | Deep Learning SpecializationDeepLearning.AI / Coursera | Coursera plan7 | 3 months at 10 hours a week | Free test |
Prove it free before you pay for an exam
Take the free test first. Pay for an exam only when you pass.
Every pick above has a matching free practice test on Science of Apps, one of the world's largest libraries of free certification tests (1,200+). Check your level before you pay for an exam, or add a verifiable credential to LinkedIn while you study. (Disclosure: we publish these tests; the certifications above earn us nothing.)
- Machine Learning Fundamentals CertificationPractise for Kaggle Learn Micro-Courses (ML, Python, SQL) before you pay.Start free test →
- Data Science Certification TestPractise for IBM Data Science Professional Certificate before you pay.Start free test →
- AI-900 Practice TestPractise for Microsoft Azure AI Fundamentals (AI-900) before you pay.Start free test →
- AWS AI Practitioner Practice ExamPractise for AWS Certified AI Practitioner before you pay.Start free test →
Each pick, in the order beginners take them
- KaggleKaggle Learn Micro-Courses (ML, Python, SQL)Free first stepsFree
- Harvard UniversityCS50's Introduction to AI with PythonFree AI with PythonFree
- CourseraMachine Learning SpecializationThe core ML course$49/mo Coursera plan
Kaggle Learn Micro-Courses (ML, Python, SQL)
- Cost
- Free1
- Time
- Short micro-courses, a few hours each
Free micro-courses in Python, pandas and intro to ML, a few hours each, with certificates. Kaggle's free micro-courses cover Python, pandas, SQL, data visualisation and machine learning, each in a few hours with hands-on notebooks and a free certificate. They're ideal practice alongside a structured course.
Best forfree first steps
CS50's Introduction to AI with Python
- Cost
- Free2
Harvard's free AI course in Python: search, optimisation, ML and neural networks. Harvard's free course teaches AI with Python through projects: search, optimisation, machine learning, neural networks and language. It assumes some Python and offers an optional paid verified certificate through edX.
Best forfree AI with Python
Machine Learning Specialization
- Cost
- $49/mo Coursera plan3
- Time
- 2 months at 10 hours a week
Andrew Ng's specialization: supervised and unsupervised learning in Python, about two months at ten hours a week. Andrew Ng's specialization with Stanford teaches supervised and unsupervised learning, model evaluation and practical machine learning in Python. It takes about two months at ten hours a week and is widely regarded as the clearest structured start in ML.
Best forthe core ML course
IBM Data Science Professional Certificate
- Cost
- Coursera plan4
- Time
- 4 months at 10 hours a week
Python, SQL and ML basics with labs, about four months part-time. IBM's professional certificate covers Python, SQL, data visualisation and machine learning basics with hands-on labs and a capstone. It takes about four months at ten hours a week, and financial aid is available on Coursera.
Best forPython and data skills
Microsoft Azure AI Fundamentals (AI-900)
- Cost
- Exam priced by country5
- Format
- Microsoft fundamentals exam
Microsoft's AI fundamentals exam, with free training on Microsoft Learn. Microsoft's AI fundamentals exam covers machine learning, computer vision, language and generative AI workloads on Azure. Training is free on Microsoft Learn, the exam is priced by country and fundamentals certifications don't expire.
Best forML on Azure basics
AWS Certified AI Practitioner
- Cost
- $1006
- Format
- 90 minutes, 65 questions
A $100 foundational exam on AI and ML on AWS. AWS's foundational exam covers AI, machine learning and generative AI concepts and how AWS services support them. It's 90 minutes with 65 questions and costs $100, so it suits cloud, tech and business staff who need AI literacy.
Best forML on AWS basics
Deep Learning Specialization
- Cost
- Coursera plan7
- Time
- 3 months at 10 hours a week
The next step after the ML Specialization: neural networks and deep learning, free to audit. The Deep Learning Specialization covers neural networks, optimisation, CNNs and sequence models in depth. It takes about three months at ten hours a week, assumes machine learning basics and can be audited free on Coursera.
Best forthe next step: deep learning
Your first 120 days in ML
- Days 1–20 — Kaggle Python and Intro to ML.
- Days 21–80 — Machine Learning Specialization.
- Days 81–110 — one Kaggle competition, written up.
- Days 111–120 — take Science of Apps' free machine learning test.
How we ranked these picks
We chose certifications open to beginners and ordered them as a learning path. Fees and times come from official pages, checked 3 November 2026.
Frequently asked questions
What is the best ML certification for beginners?
Andrew Ng's Machine Learning Specialization, after a free Python start on Kaggle.
Do I need maths for machine learning?
Basic algebra and statistics help. The ML Specialization explains the maths you need.
Can I learn ML for free?
Largely. Kaggle and CS50 AI are free; the ML Specialization can be audited free.
How long does it take to learn ML?
Three to six months part-time for the basics, longer for job-ready skills.
Is there a free ML test?
Yes. Science of Apps offers free machine learning tests with instant results.
Sources
- Kaggle (Google) — Kaggle Learn Micro-Courses (ML, Python, SQL), official page (checked 3 Nov 2026)
- Harvard University — CS50's Introduction to AI with Python, official page (checked 3 Nov 2026)
- DeepLearning.AI & Stanford — Machine Learning Specialization, official page (checked 3 Nov 2026)
- IBM — IBM Data Science Professional Certificate, official page (checked 3 Nov 2026)
- Microsoft — Microsoft Azure AI Fundamentals (AI-900), official page (checked 3 Nov 2026)
- Amazon Web Services — AWS Certified AI Practitioner, official page (checked 3 Nov 2026)
- DeepLearning.AI — Deep Learning Specialization, official page (checked 3 Nov 2026)
- Checked November 4, 2026. Figures that change — fees, salaries, prices — are reviewed every six months; if something is out of date, tell us.
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