Continual learning

Also known as incremental learning, continual learning is a Machine Learning method that trains models with sequential new data inputs. Training data can become available gradually either because of updates in time or because the initial dataset size was exceeding the system memory limit. Continual learning trains models with new input data without forgetting previous knowledge obtained.