Topic: scikit-learn
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Incremental learning with partial_fit: stable features, class lists and honest evaluation
Incremental estimators update a model from small batches without loading the complete dataset into memory. A reliable workflow also preserves feature meaning, defines the class set and evaluates predictions before learning from their outcomes.
Machine-readable: JSON