word
gradient descent
GRAY-dee-unt dih-SENT
ˈɡreɪdiənt dɪˈsɛntListen
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Syllable breakdown
gradientdescent
Dictionary meaning
an iterative optimisation algorithm that minimises a loss function by repeatedly adjusting model parameters in the direction opposite to the gradient of the loss with respect to those parameters; the step size is controlled by the learning rate hyperparameter; variants including stochastic gradient descent, mini-batch gradient descent, and adaptive methods such as Adam and RMSProp are the workhorses of training neural networks and many other machine learning models
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