This course will be based on lectures and research materials reading. The lecture part includes deep neural networks, deep convolution neural networks, neural network optimization, training, image classification /segmentation with neural networks, attention and transformers, and medical image with deep learning special issue. The materials related to deep learning on computer vision will be assigned to students in class. The students should read, understand, and present the paper that they are assigned to read. Several outstanding researchers in the related fields will be invited to provide a zoom talk to provide research frontiers to the students in class.