Training Set

Training Set - In machine learning, the dataset used to train a model (fit its parameters). In trading applications, one might call a historical dataset a “training set” when it’s used to train an ML algorithm (such as predicting future returns). After training on this set, the model’s predictions are evaluated on separate validation/test sets. The goal is a model that generalizes beyond its training set.