Principal Component Analysis and Discriminant Analysis: Application, Similarities, Differences.

With thanks to Sebastian Raschka for his permission to quote from his articles (both including Python code):

https://sebastianraschka.com/Articles/2014_python_lda.html

http://sebastianraschka.com/Articles/2014_pca_step_by_step.html