In this section, to make the discussion concrete, only the dimensionality reduction using PCA and the LDA for topic modeling will be discussed for text clustering. Other algorithms for unsupervised learning will be discussed in Chapter 13, My Name is Bayes, Naive Bayes with some practical examples.