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\author{Mitesh M. Khapra}
\title{CS7015 (Deep Learning) : Lecture 8}
\subtitle{Regularization: Bias Variance Tradeoff, l2 regularization, Early stopping, Dataset augmentation, Parameter sharing and tying, Injecting noise at input, Ensemble methods, Dropout}
\institute{Department of Computer Science and Engineering\\ Indian Institute of Technology Madras}
\date{}
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