There are multiple reasons why you may want to sample data. You may just want to reduce the number of records in a large dataset so the machine learning can be done more quickly. Or, you may want to change the proportion of records that contain some specific characteristic so learning algorithms can more easily learn to identify them. This section describes why you may want to reduce your sample size and provides guidance on how this can be accomplished.