In this section I provide a case study into a hierarchical model in sports analytics.

I apply Bayesian Statistics to modelling the six nations in Rugby.

This application is a good one for Bayesian statistics, we have priors and not much data - therefore we should be prepared to model in a way that gives us uncertainty quantification - which is Bayesian Statistics.

I apply Bayesian Statistics to modelling the six nations in Rugby.

This application is a good one for Bayesian statistics, we have priors and not much data - therefore we should be prepared to model in a way that gives us uncertainty quantification - which is Bayesian Statistics.

Hierarchical Models (Multilevel models)

Contents
Contents

Hands on introduction to PyMC3
Hands on introduction to PyMC3

What is PyMC3 and how do I get started?
What is PyMC3 and how do I get started?

What is MCMC?
What is MCMC?

Introduction to Theano
Introduction to Theano

Hierarchical Models (Multilevel models)
Hierarchical Models (Multilevel models)

Model building with PyMC3
Model building with PyMC3

Other Probabilistic Programming Languages and Tools
Other Probabilistic Programming Languages and Tools

Real world examples of Probabilistic Programming
Real world examples of Probabilistic Programming

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