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Home Artificial Intelligence

Eternally Studying: Why AI Struggles with Adapting to New Challenges | by Salvatore Raieli | Sep, 2024

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September 8, 2024
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|AI|CONTINUAL LEARNING|DEEP LEARNING LIMITS|

Understanding the boundaries of deep studying and the hunt for true continuous adaptation

Salvatore Raieli

Towards Data Science

how to solve continual learning
picture by the creator utilizing AI

“The sensible adapt themselves to circumstances, as water moulds itself to the pitcher.” — Chinese language Proverb

“Adapt or perish, now as ever, is nature’s inexorable crucial.” — H. G. Wells

Synthetic intelligence lately has made nice progress. All of those techniques use synthetic neurons in some kind. These algorithms are impressed by their organic counterparts. For instance, the neuron aggregates info from earlier neurons, and if the sign exceeds a sure threshold it passes the knowledge to different neurons. This concept is represented by the matrix of weights and the activation perform. Different examples might be present in convolutional networks (impressed by the visible cortex) or genetic algorithms. Through the coaching course of, the connections between numerous neurons (represented by the weights) are strengthened or diminished, much like the power of neuronal synapses. This course of is the premise of the…

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