The Learner-Predictor Construct

For supervised algorithms, a training phase is always required before applying the model to new data. To be more precise, a training phase, a test phase, and optionally an optimization phase are implemented before applying the model to production data.

Based on such requirement, supervised algorithms in KNIME Analytics Platform include a Learner node and a Predictor node: the Learner – Predictor construct.