Table 1 Experimental parameter settings.

From: The analysis of learning investment effect for artificial intelligence English translation model based on deep neural network

Parameter category

Parameter

Value

Model structure

The number of encoder layers

6

The number of bidirectional decoder layers

5

Multimodal decoder

1

Model parameters

Word embedding dimension

256

Hidden unit dimension

512

Feedforward layer dimension

2048

Optimizer

Adam

Initial learning rate

0.0001

Number of epochs

50

Mini-batch size

64

Warm-up

4000

Dropout

0.1