Self-Paced Data Science Courses | Python, R, Bayesian, Shiny | AthlyticZ
Self-Paced • Cloud VMs Included

Project-Based Data Science Courses

Comprehensive courses taught by industry practitioners. Real sports data, employer-ready projects, and cloud virtual machines included with every course.

Cloud VMs Included
Real Sports Data
Portfolio Projects
18 instructors across 7 countries Posit Official Partner 1,000+ lessons across the catalog Cloud VMs included with every course Live programming begins July 1, 2026 18 instructors across 7 countries Posit Official Partner 1,000+ lessons across the catalog Cloud VMs included with every course Live programming begins July 1, 2026
Featured Course

Ship production R + LLM
workflows that actually work

The bridge between tidymodels and modern LLMs. Tool-calling, RAG, production Shiny deployment, evaluation — taught R-native end to end.

$1,149
Dr. Nic Crane
Dr. Christoph Scheuch
Dr. Nic Crane & Dr. Christoph Scheuch Apache Arrow Core Maintainer · Tidy Finance Co-Creator
~/athlyticz/llm-r — ellmer-tool.R R
21
Modules
110+
Lessons
6
Capstones
Lifetime Access

Buying multiple courses?

Membership unlocks the full catalog + live program + Posit. Masterclass is the live program only.

Save with Bundles

Multi-Course Bundles

Master a complete skill track and save. Each bundle includes cloud VM access.

Python MachineZ Bundle Bundle

Python MachineZ Bundle

Includes 2 Courses

  • FoundationZ of Data Science
  • Python Machine Learning in Sports
Cloud VM access included
Shiny ApplicationZ Bundle Bundle

Shiny ApplicationZ Bundle

Includes 3 Courses

  • ProductioniZing Shiny Applications
  • CustomiZing Shiny Widgets
  • Shiny Mobile StructureZ
Cloud VM access included
Becoming a BayeZian Bundle Bundle

Becoming a BayeZian Bundle

Includes 2 Courses

  • Intro to Stan Modeling
  • Advanced Stan Programming
Cloud VM access included

All Courses

Individual Courses

Start wherever fits your skill level. Each course includes hands-on projects with real sports data and cloud VM access.

BreeZing through the Tidyverse Beginner

BreeZing through the Tidyverse

Build fluency in R's most powerful data toolkit — the skill behind analyst roles at every major sports org and research lab.

Paul Sabin
Dr. Paul Sabin
20 Modules NFL Draft Analysis
$349 Cloud VMs
FoundationZ of Data Science Beginner

FoundationZ of Data Science

Go from zero to job-ready Python. Master pandas, visualization, and modeling basics that hiring managers expect on day one.

Evan Callaghan
Evan Callaghan
Python Fundamentals
$349 Cloud VMs
Biomechanics Tools and TechnologieZ Beginner

Biomechanics Tools and TechnologieZ

Learn motion capture analysis, force plate data, and 3D modeling — the tech stack behind injury prevention and performance science.

S3D Sidekick Team
Motion Capture & Analysis
$349 Cloud VMs
Becoming a BayeZian I Intermediate

Becoming a BayeZian I: Intro to Stan

Master the probabilistic programming language powering cutting-edge research in sports analytics, pharma, and finance.

Scott Spencer
Dr. Scott Spencer
20 Modules Soccer xG Project
Prereq: BreeZing through the Tidyverse
$1,449 Cloud VMs
↳ Included with Membership
Becoming a BayeZian II Advanced

Becoming a BayeZian II: Advanced Stan

Hierarchical models, custom distributions, and advanced diagnostics — the deep Stan expertise that sets senior analysts apart.

Scott Spencer
Dr. Scott Spencer
Advanced Stan
Prereq: Becoming a BayeZian I
$1,449 Cloud VMs
↳ Included with Membership
Python MachineZ Intermediate

Python MachineZ: ML in Sports

Implement real ML pipelines — classification, regression, clustering, and evaluation — using the same workflows teams hire for.

Pat McFarlane
Pat McFarlane
ML Algorithms
Prereq: FoundationZ of Data Science
$1,149 Cloud VMs
↳ Included with Membership
ProductioniZing Shiny Applications Intermediate

ProductioniZing Shiny Applications

Build and deploy production-grade data apps. The bridge between "I can analyze data" and "I ship data products."

Veerle van Leemput
Veerle Eeftink-van Leemput
Production Deployment
Prereq: BreeZing through the Tidyverse
$1,149 Cloud VMs
↳ Included with Membership
Outstanding UIs with Shiny — CustomiZing Widgets Advanced

Outstanding UIs: CustomiZing Widgets

Create custom interactive components that make dashboards feel like polished software — not generic cookie-cutter templates.

Veerle van Leemput
Veerle Eeftink-van Leemput
Custom UI Components
Prereqs: BreeZing + ProductioniZing
$1,149 Cloud VMs
↳ Included with Membership
Outstanding UIs with Shiny — Mobile StructureZ Advanced

Outstanding UIs: Mobile StructureZ

Design mobile-first Shiny apps with touch-optimized layouts — a rare skill that puts your work in coaches' and athletes' hands.

Veerle van Leemput
Veerle Eeftink-van Leemput
Mobile-First Design
Prereqs: BreeZing + ProductioniZing
$1,149 Cloud VMs
↳ Included with Membership

Recommended Paths

Learning Tracks

Not sure where to start? Follow these recommended progressions based on your goals.

R & Bayesian Track

Statistical Modeling

Python & ML Track

Machine Learning

Shiny App Development Track

Data Applications

Also Coming in 2026

On the Roadmap

Our next self-paced course is in development — available later this year.

Rapid App Prototyping with Claude Coming 2026

Rapid App Prototyping with Claude

Source documents to production-grade interactive applications. D3.js, Bayesian inference, physics-constrained modeling. The self-paced version of our sold-out workshop.

Michael Czahor
Dr. Michael Czahor
On the Roadmap · 2026

Ready to Start Learning?

Pick a course that fits your goals. Cloud VMs included with every purchase. Members save 20%.