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For questions related to incremental learning algorithms, which are algorithms that attempt to learn new information without forgetting all the previously learned one. Incremental learning is often a synonym for continual (or continuous) learning and lifelong learning.

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Do other online/incremental algorithms not suffer from catastrophic forgetting?

To enlighten this, you need to understand the cause of the catastrophic forgetting. Fundamentally, the cause is an overlap in representations of different aspects of data in the learning model [Using …
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What is the name of an AI system that learns by trial and error?

Near solution to your problem definition is reinforcement learning. You can define some reward using the objective function and define some possible state space for the machine and finally solve the p …
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