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Universal approximation theorem
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Artificial neural networks
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Neural Networks and Deep Learning
Covers formal neuron models, activation functions, and approximation results for neural networks.
Regularization by Early Stopping
Explores regularization by early stopping in deep neural networks to control flexibility and avoid overfitting.