Why Batch Normalization (batchnorm) Works
In this video, we delve into the rationale behind the efficacy of batch normalization, examining its capacity to address the challenge of internal covariate shift inherent in deep neural networks.
References
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Why We Perform Feature Scaling In Machine Learning video: • Why we perform feature normalization in ML
Batch Normalization paper: https://arxiv.org/pdf/1502.03167.pdf
"How Does Batch Normalization Help Optimization?" paper: https://arxiv.org/abs/1805.11604
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Contents
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00:00 - Intro
00:22 - Covariance Internal Shift
02:04 - Input Normalization
03:12 - Model regularization
03:30 - Outro
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