Who this is for
- Analysts and researchers who want production-grade Bayesian skills in Stan, from foundations through deployment.
Not for you if
- You want a quick intro. This is the complete, rigorous path
- You want Python-only (PyMC). This is Stan-focused
- You only need one of the two courses
What you leave with
- Bayesian modeling from first principles
- Hierarchical, survival, and Gaussian-process models
- Physics-constrained models in production Stan
- Two full courses of Stan files and projects
What's inside the bundle
What's included
- Lifetime accessEvery module and lesson, yours to keep and revisit, forever.
- Posit cloud workspaceA provisioned enterprise IDE and compute. Nothing to install.
- Project files and codeEvery notebook, dataset, and finished build, to keep and adapt.
- All future updatesNew lessons and refreshes as the tools move, at no extra cost.
- Self-pacedStart today, go at your own pace, no cohort to wait for.
- Included with MembershipOr get this course and the full catalog with Membership.
Your instructor
Scott teaches Bayesian statistics at Columbia University and has trained analysts across professional sports, pharma, and tech. His approach emphasizes building intuition through real data before touching any formula, then immediately translating that intuition into working Stan code. His teaching method is distinctive: every concept is grounded in sports examples (Olympic sprints, basketball free throws, soccer expected goals) before being generalized to the broader statistical framework. Students leave with both deep understanding and production-ready skills. He believes Bayesian modeling is a superpower for anyone working with data, giving a principled framework to combine domain knowledge with evidence, with Stan as the engine that makes it practical.
Questions
Is this included with Membership?
Yes. AthlyticZ Membership includes this and the entire course catalog, plus the live Masterclass. If you plan to take more than a couple of courses, Membership is the better math. Both figures are on their order pages.
Can I buy just one of the courses?
Yes, each course is available on its own. The bundle costs less than buying all 2 separately, and Membership includes them all. Both figures are on the order page.
Is it self-paced?
Yes. Start today and go at your own pace, with lifetime access to every lesson and all future updates.
Do I need to install anything?
No. You work on the provisioned Posit platform in the browser, on the same enterprise tools professional teams use.