Chapters
1: Introduction
2: Recommendation systems
3: Item-based filtering
4: Classification
5: More on classification
6: Naïve Bayes
7: Unstructured text
8: Clustering

Clustering

This chapter looks at two different methods of clustering: hierarchical clustering and kmeans clustering.

Contents

  • what is clustering
  • hierarchical clustering
  • single-linkage, complete-linkage, average-linkage
  • clustering dog breeds
  • clustering breakfast cereals
  • kmeans clustering
  • kmeans++
  • Clustering Enron Email

The PDF of the Chapter

Python code

Data