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Code: KLA-DLEARN
Duration: 3 days
Level: Intermediate
COURSE DESCRIPTION
This course presents the mathematical, statistical and computational challenges of building stable representations for high-dimensional data, such as images, text and data. We will delve into selected topics of Deep Learning, discussing recent models from both supervised and unsupervised learning. Special emphasis will be given to convolutional architectures, invariance learning, unsupervised learning and non-convex optimization.