Research on Application of Convolutional Neural Network Algorithm
Ling Ye, Peng Yin · Journal of Physics Conference Series · 2021
Abstract This paper proposes a method based on deep learning to improve the efficiency of children’s English learning. Firstly, the migration method is used to improve the accuracy of Resnet18 model. Then the accuracy of the model was further improved by adding channel attention mechanism. Finally, the model fine-tuning method is used to reduce the computational load of the model, so as to facilitate the transplantation to embedded devices and improve the efficiency of the classification model. By comparing with the classical classification model, it is found that the classification model proposed in this paper has higher accuracy and fewer parameters, so it is suitable for transplantation into the English teaching of children.