Deep Learning

I will explain how to understand and implement backpropagation, the mechanism used to train AI models, with computational graphs and intuitions.

I will start from the problem of semantic segmentation, introduce how to use CNNs to solve it, and talk about fully convolutional networks, a widely used framework for semantic segmentation, in great detail. Moreover, I will analyze the MXNet implementation of FCNs.