CS6524 Deep Learning

Description:

Advanced concepts in Machine Learning and Deep Learning. Models (multi-layer perceptrons, convolutional neural networks, memory networks), learning algorithms (backpropagation, stochastic sub-gradient descent, dropout), connections to structured predictions (Boltzmann machines, "unrolled" belief propogation), and applications to perception and Artificial Intelligence(AI) problems (image classification, detection, and segmentation; image captioning; visual question answering; automatic game playing).

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