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What is dimensionality reduction? 

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Dimensionality reduction is the process of transforming a high-dimensional data set, or one with many features, into a more compact representation with fewer features. Reducing the dimension of a data set can be advantageous for computation time as well as preprocessing for supervised learning algorithms. 

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