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CS7643: Deep Learning

HW1: Implementation of softmax regression and two layer neural network

HW2: Implementation of CNN from scratch, using Pytorch and focal loss

HW3: Implementation of Network Visualization (Saliency Map, GradCAM, Fooling Image, Class Visualization) and Style Transfer (Content Loss, Style Loss and Total Variation Loss)

HW4: Implementation of RNN, LSTM and Seq2Seq with Transformers