In addition to everything else that's been mentioned - you can simple use PCA as a preprocessing step to other algorithms. For example, you can apply a linear r

In addition to everything else that's been mentioned - you can simple use PCA as a preprocessing step to other algorithms. For example, you can apply a linear regression algorithm using the principal components as input instead of the original features in the dataset.