Discover the official scikit-learn certifications
Equip students with practical, industry-recognized scikit-learn skills through hands-on certification and open, trustworthy standards — built with the maintainers of scikit-learn, the reference framework in machine learning
"This unique opportunity now allows participants to obtain, in addition to the training certificate issued by CentraleSupélec, an official certification validating their expertise in ML and their mastery of scikit-learn."
“All students in our ESA Master’s program now complete the Associate Practitioner certification alongside their ML curriculum. Our first cohort achieved a 100% pass rate, supported by the quality of Probabl’s resources”
Probabl is the company behind scikit-learn, run by its maintainers. We help academic institutions teach applied machine learning the way it is actually practiced.
We don’t replace your curriculum. We strengthen it with practical standards, evaluation frameworks, and external credibility.
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Roll out scikit-learn certifications across your organization with prepaid vouchers, centralized management, and flexible delivery. Designed for teams, academic programs, and consulting firms certifying at scale.
• Partner account to manage vouchers autonomously
• Access to all certification levels
• Invoice-based purchasing (company or institution pays)
• One-year voucher validity (extensions possible)
Levels can be mixed across vouchers.
Levels can be mixed across vouchers.
Levels can be mixed across vouchers.
Custom pricing
Fill out the form to share your organisation's needs, and we’ll get back to you.
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You can prepare for the certification by following three online courses available on Skolar (currently, only the Scikit-learn Associate Practitioner Online Course is available, if you wish to get notified for the Professional and Expert online courses, please fill in this form) our dedicated learning platform. Each course aligns with a different certification level and mirrors the typical progression of a data scientist’s career.For a detailed overview of the topics covered at each level, we recommend checking our official study guides.
Skolar is Probabl’s new online learning platform. Currently, you can create a free account and access the Scikit-learn Practitioner course at no cost. While most content is free for now, we plan to introduce additional premium courses in the future, which may require a subscription.
Completing the Scikit-learn Practitioner track on Skolar — and scoring above 80% on the wrap-up quizzes — strongly indicates you're ready to take and pass the corresponding certification exam.
Skolar does not issue certificates of completion. If you want to officially validate your skills after training, we encourage you to pursue the corresponding certification exam.
No. This support is rooted in classical ML as designed and implemented in scikit-learn.
Yes. They can be embedded as optional or mandatory components.
Yes. Certification levels can be aligned with different stages of your programs. Most institutions use the Associate level as a standard benchmark for undergraduate and graduate students, and reserve the Professional level for top-performing or advanced students seeking deeper validation.
No. All content and practices are based on open-source tools and community standards.
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