Lifelong Machine Learning: Outlook and Direction

The Lifelong machine learning is an advanced machine learning paradigm and also is the key to the stronger AI. In this paper, we review the development history of the lifelong machine learning and evaluate the current stage. The aim, definition and main components of it is introduced. In addition, the bottleneck and possible solution also is discussed and the further development waypoint is proposed.