Learn, Unlearn and Relearn: An Online Learning Paradigm for Deep Neural Networks

Vijaya Raghavan T. Ramkumar, Elahe Arani, Bahram Zonooz

Deep neural networks (DNNs) are often trained on the premise that the complete training data set is provided ahead of time. However, in real-world scenarios, data often arrive in c…