Imperial College has a pretty good course on Linear Algebra for Machine Learning on Coursera. It's part of their Mathematics for Machine Learning Specialization. Deep Learning also has a course that appears to be similar.

The specialization as a whole starts simple, and works its way up to PCA.

https://www.coursera.org/specializations/mathematics-for-mac...