Learn new tasks without forgetting old ones
Classify Cats
Classify Dogs
Classify Birds
Classify Insects
ā ļø Challenge: Without continual learning techniques, models suffer "catastrophic forgetting" - new tasks overwrite old knowledge. Solutions: Experience replay, elastic weight consolidation, progressive neural networks.