Abstract: In this talk, I will present our recent works about functional data classification problems. I will start with one dimensional Gaussian functional data, then extend it to multi-dimensional non-Gaussian functional data. I will introduce the first minimax theory for functional data classification that we established, and demonstrate the promising results of real data applications, including ADNI brain images, via our proposed deep neural network classifier.