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Researchers develop new Strategies to Teach Computers to Learn Like Humans do

SUTD researchers develop new strategies to teach computers to learn like humans do
Graphics of the generative-replay setup (top left panel) and scheme for training artificial neural network (ANN) with generative replay (top right panel). The normalized electrical current accuracy for the conventional (bottom left panel) and brain-inspired replay (BIR) models (bottom right panel). Credit: SUTD

As demonstrated by breakthroughs in various fields of artificial intelligence (AI), such as image processing, smart health care, self-driving vehicles and smart cities, this is undoubtedly the golden period of deep learning. In the next decade or so, AI and computing systems will eventually be equipped with the ability to learn and think the way humans do—to process continuous flow of information and interact with the real world.

However, current AI models suffer from a per...

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