| title | output | layout | image | comments | share | slug | author |
|---|---|---|---|---|---|---|---|
Statistical Rethinking |
html_document |
single-talks |
images/tea_with_books.jpg |
false |
false |
rethinking |
These are code snippets, plots and my solutions to some of the exercises of the book "Statistical Rethinking" by Richard McElreath.
I started going through the book in spring 2018. As part of the Berlin Bayesian's reading group, I am currently in the process of updating the code and exercise solutions to the newest, second edition.
- [Exercises]( {{< relref "Chapter_2/Chapter2_Ex.html" >}} )
- [Exercises]( {{< relref "Chapter_3/chapter3_Ex.html" >}} )
- [Why everything so normal]( {{< relref "Chapter_4/chapter4.html" >}} )
- [First Linear Predictions]( {{< relref "Chapter_4/chapter4b.html" >}} )
- [Curvy Regression]( {{< relref "Chapter_4/chapter4c.html" >}} )
- [Exercises]( {{< relref "Chapter_4/chapter4_Ex.html" >}})
- [Spurious Association]( {{< relref "Chapter_5/chapter5a.html" >}} )
- [Masked Relationships]( {{< relref "Chapter_5/chapter5b.html" >}} )
- [Categorical Variables]( {{< relref "Chapter_5/chapter5d.html" >}} )
- [Exercises]({{< relref "Chapter_5/Chapter5_Ex.html" >}} )
- When adding variables hurt
- Overfitting
- [Information Theory and Model Performance]( {{< relref "Chapter_6/chapter6b.html" >}} )
- [Using Information Criteria]({{< relref "Chapter_6/chapter6c.html" >}} )
- Ordinary Least Squares
- [Exercises]({{< relref "Chapter_6/chapter6_Ex.html" >}} )
- [Interactions]({{< relref "Chapter_7/chapter7.html" >}} )
- [Exercises]({{< relref "Chapter_7/chapter7_Ex.html" >}} )
- [MCMC]({{< relref "Chapter_8/chapter8.html" >}} )
- [Exercises]({{< relref "Chapter_8/chapter8_Ex.html" >}} )
- [Binomial Regression]({{< relref "Chapter_10/chapter10a.html" >}} )
- [Poisson Regression]({{< relref "Chapter_10/chapter10b.html" >}} )
- [Other Count Regressions]({{< relref "Chapter_10/chapter10c.html" >}} )
- [Exercises]({{< relref "Chapter_10/chapter10_Ex.html" >}} )