Let’s Do: Spatial Clustering with DBSCAN

A demonstration of how to combine a custom metric and Bayesian optimisation to tune a density-based spatial clustering algorithm.

Background and introduction

In years gone by, I used to live across the road from quite a lively pub in a residential area. Being new to the area (and country!) I thought that this would be quite a fun way to get to know both the locals and the area a bit more.

Well, just …

clustering data science dbscan deep-dives machine learning optimization