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What is the "Curse of Dimensionality?"

Curse of Dimensionality

The difficulty of searching through a solution space becomes much harder as you have more features (dimensions). Consider the analogy of looking for a penny in a line vs. a field vs. a building. The more dimensions you have, the higher volume of data you’ll need.