How to Use UMAP For Much Faster And Effective Outlier Detection

Let’s catch those high-dimensional outliers

Photo by João Jesus

Introduction

We’ve all used those simple techniques — plot a scatterplot or a KDE, and the data points farthest from the group are outliers. Now, tell me — how would you use these methods if you were to find outliers in, say, 100-dimensional datasets…