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 method | Gradient estimation optimization method |
| Momentum | | ✓ | Nesterov Momentum | | ✓ | Adagrad | | ✓ | Adadelta | | ✓ | RMSprop | | ✓ | Adam | | ✓ | ReduceLROnPlateau | ✓ | | Piecewise constant | ✓ | | Exponential decay | ✓ | | Natural exponential decay | ✓ | | Polynomial decay | ✓ | | Cosine decay | ✓ | | Gradual warmup | ✓ | |
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