Clustering Geolocation Data Intelligently in Python

Problem Statement

We have taxi rank locations, and want to define by clusters of these taxis where we can build service stations for all taxis operating in that region

Prerequisites

• Basic Matplotlib skills for plotting 2-D data clearly
• Basic understanding of Pandas and how to use it for data manipulation
• The concepts behind clustering algorithms

Project Outline

Task 1 : Exploratory Data Anaylsis
Task 2 : Visualizing Geographical Data
Task 3 : Clustering Strength/Performance Metric
Task 4 : K-Means CLustering
Task 5 : DBSCAN
Task 6 : HDBSCAN
Task 7 : Address Outliers