Research Article

[Retracted] Gradient Descent Optimization in Deep Learning Model Training Based on Multistage and Method Combination Strategy

Table 1

The categories of common optimization methods.

Learning rate adjustment methodGradient estimation optimization method

Momentum
Nesterov Momentum
Adagrad
Adadelta
RMSprop
Adam
ReduceLROnPlateau
Piecewise constant
Exponential decay
Natural exponential decay
Polynomial decay
Cosine decay
Gradual warmup