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Introduction to Dimensionality Reduction While dealing with machine learning models, we frequently come upon datasets with a lot of characteristics.The IoT simplifies and automates jobs which might be difficult and occasionally beyond the scope of human abilities. The number of linked devices earning up the IoT these days ranks within the billions.