View all PCA isn't the sole dimension reduction protocol available. There are others, depending on the linear condition of the data and for niche machine learning needs. But dimension reduction is ...

Dimensionality reduction is one among many tools data scientists can use to make better machine learning models. And as with every tool, they must be used with caution and care.