An introduction to the power method, which can be used to estimate the dominant eigenvector of a matrix. The foundation of lots of linear algebra methods that are used in Machine Learning!
More videos and publications can be found on my company's website (https://www.engineeringdataanalytics.com/) or my staff page at the University of Liverpool (https://www.liverpool.ac.uk/engineering/staff/peter-green/)