Bayesian Statistics with PyMC
Free Intermediate course · 10 lessons · 3 weeks · Certificate on completion
Reason with priors and posteriors, and build probabilistic models you can explain. Across 10 lessons you'll move from fundamentals to a portfolio-ready outcome — at your own pace, with quizzes after each lesson and a final exam to certify your mastery.
What you'll learn
- Bayesian thinking in plain terms
- Priors, likelihoods, posteriors
- Conjugate models
- MCMC intuition
- Building models in PyMC
- Hierarchical models
Skills you'll pick up
- Bayesian thinking in plain ter
- Priors, likelihoods, posterior
- Conjugate models
- MCMC intuition
- Building models in PyMC
- Hierarchical models
Tools covered
- Bayesian Statistics
- Real-world projects
- Quizzes
- Final exam
Course modules
Module 1: Bayesian thinking in plain terms
Module 1 of Bayesian Statistics with PyMC. 3 lessons · 3h
Module 2: MCMC intuition
Module 2 of Bayesian Statistics with PyMC. 3 lessons · 3h
Module 3: Model checking and posterior predictives
Module 3 of Bayesian Statistics with PyMC. 2 lessons · 2h
Module 4: Comparing models
Module 4 of Bayesian Statistics with PyMC. 2 lessons · 2h
Lessons in this course
- Bayesian thinking in plain terms
- Priors, likelihoods, posteriors
- Conjugate models
- MCMC intuition
- Building models in PyMC
- Hierarchical models
- Model checking and posterior predictives
- Bayesian A/B testing
- Comparing models
- Reporting uncertainty
Instructor
Marcus Reid — Machine Learning Engineer
Marcus Reid is a Machine Learning Engineer with years of hands-on experience teaching Bayesian Statistics to thousands of learners worldwide.
Certificate
Finish every lesson and pass the final exam to earn a free, verifiable Learnera certificate for Bayesian Statistics with PyMC. It can be downloaded as a PDF and shared on LinkedIn.
Career outcomes
Median global salary $140,000 per year · median India salary ₹19,60,000 per year · 60,971 open roles worldwide
- Bayesian Statistics Specialist
- Senior Bayesian Statistics Lead
- Bayesian Statistics Consultant
Frequently asked questions
Is the Bayesian Statistics with PyMC course free?
Yes. Every Learnera course, including Bayesian Statistics with PyMC, is completely free — lessons, quizzes, the final exam, and the certificate.
How long does Bayesian Statistics with PyMC take?
10 lessons, typically completed in 3 weeks at a comfortable pace.
Do I get a certificate?
Yes — pass the final exam and you receive a free, verifiable certificate you can share on LinkedIn.