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Training data set. Training Data Set In machine learning, the training data set is the data given to the machine during the initial "learning" or "training" phase. [phrasee.co/ultimate-glossary-artificial-intelligence-terms/] When the training data set on which the modeling is based contains a binary indicator variable of "Paid back" vs.