The approach remains a foundational technique for face recognition, utilizing Principal Component Analysis (PCA) to reduce the high-dimensional data of facial images into a set of lower-dimensional "eigenfaces". Where to Download MATLAB Eigenface Code
Several reliable implementations are available for download, ranging from basic scripts to full systems with GUIs:
by billowdev provides the source code and links to facial datasets.