Machine Learning Dimensionality Reduction

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What is the primary objective of Dimensionality Reduction in Machine Learning?

  1. To increase the number of features in a dataset
  2. To reduce the number of features in a dataset
  3. To improve the accuracy of a machine learning model
  4. To visualize high-dimensional data
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