This video shows how to use Latent Semantic Analysis (LSA) a form of Singular Value Decomposition to reduce the dimensions of data in Python. This video combines LSA, TF-IDF, and KMeans to group text documents into clusters.
Python workbook available here: drstephpowers.github.io/BIA/