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Regularization Methods for Machine Learning 2016

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Class 8 - Deep learning

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Class 7 - Dictionary learning

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Class 6 - Structured sparsity

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Class 5 - Sparsity based regularization

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Class 4 - Regularization for multi-task learning

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Class 3 - Early Stopping and Spectral Regularization

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Class 2 - Tikhonov regularization and kernels

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Class 1 - Statistical Learning Theory

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