Outliers are a huge issue with datasets where you want to have a clean distribution of data. In terms of the generative model, we are interested in ensuring that the model can find the right representation of the distribution and model it appropriately. This recipe is going to focus on the tools you will use in these instances to solve problems with outliers in some of these datasets.

Here is an easy to understand general technique I would like you to understand in this recipe - the Univariate method.