Machine Learning, Artificial Intelligence, Dimensionality Reduction, Pca Analysis.
contribute equally. Many features are either constant or highly correlated. As a result, training instances often reside within a lower-dimensional subspace. Projection techniques exploit this fact to reduce dimensions while retaining critical information. Manifold Learning: Understanding the