Exploring Multiple Application Scenarios of Visual Communication Course Using Deep Learning Under the Digital Twins

Table 1

Basic theory of DL.

Theory category	Main knowledge points
Model types	Fully connected NN
	CNN
	RNN (recurrent NN)
	Other network models
Training and optimization	Data preprocessing
	Parameter initialization
	Optimization algorithm and standardization
Framework construction	Caffe and PyTorch, etc.