Dimensionality Reduction, Pca, Machine Learning, Lda, Curse Of Dimensionality.
filter out the unnecessary noise from the data. Another use of dimensionality reduction is the visualization of data. Since the visualization of high-dimensional data is hard to perform and also hard to understand even if we succeed to visualize it, reducing the dimension to 2 or 3 often helps us