AI, Dimensionality Reduction, Machine Learning, Python, Data Science.
4. Visualization: The reduced-dimensional data can be visualized, aiding in understanding the underlying structure and patterns. Cons: 1. Loss of Interpretability: Interpretability of the original features may be lost in the transformed space, as principal components are linear combinations of the