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What are some techniques used to reduce dimensionality, and how are they applied in Machine Learning?

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Interview question asked to Machine Learning Engineers interviewing at Discord, Snowflake, Netflix and others: What are some techniques used to reduce dimensionality, and how are they applied in Machine Learning?.