The listed learning units belong to the course **Introduction to Bayesian Data Analysis**. Do you want to access all course content?

## Week 0 - Initial Setup

## Week 1 - Introduction

Welcome to Week 1

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Pre-Course Survey

Survey

1.1 Discrete random variables

Video

1.2 Discrete random variables (The binomial)

Video

Binomial distribution quiz

Self-test

1.3 Continuous random variables

Video

1.4 Continuous random variables (example: the normal distribution)

Video

1.5 Continuous random variables (example: the normal distribution)

Video

Normal distribution quiz

Self-test

1.6 Maximum likelihood estimates

Video

1.7 Bivariate and multivariate distributions (Discrete case)

Video

Bivariate distribution quiz

Self-test

1.8 Bivariate and multivariate distributions (Continuous case)

Video

Learning Material

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Practical self-test for Week 1

Self-test

Homework - Week 1

Graded Test

## Week 2 - Bayesian data analysis

Welcome to week 2

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2.1 Bayes' Rule

Video

2.2 Bayes' rule in action (Binomial-Beta conjugate case)

Video

2.3 Bayes' rule in action (Poisson-Gamma conjugate case)

Video

2.4 Bayes' rule in action (Poisson-Gamma conjugate case - contd.)

Video

2.5 The Posterior Mean

Video

Selftest Week 2

Self-test

Learning Material

Text

Homework - Week 2

Graded Test

## Week 3 - Computational Bayesian data analysis

Welcome to Week 3

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3.1 Computational Bayes

Video

3.2 Computational Bayes

Video

3.3 Computational Bayes

Video

3.4 Computational Bayes

Video

3.5 Computational Bayes

Video

3.6 Computational Bayes

Video

3.7 Computational Bayes

Video

3.8 Computational Bayes

Video

Selftest Week 3

Self-test

Learning Material

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Homework Week 3

Graded Test

## Week 4 - Bayesian regression and hierarchical models

Welcome to Week 4

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4.1 Regression models

Video

4.2 Regression models

Video

4.3 Regression models

Video

4.4 Regression models

Video

4.5 Regression models

Video

4.6 Regression models

Video

4.7 Regression models

Video

4.8 Regression models (hierarchical regression)

Video

Selftest Week 4

Self-test

Learning Material

Text

Homework Week 4

Graded Test