Batch Normalization - Part 2: How it works & Essence of Beta & Gamma
We have been discussing Batch Normalization in detail. We have seen why do we need Batch Normalization in the previous video. In this video, we will dig deeper into how Batch Normalization works and also understand the significance of learnable parameters called Gamma and Beta which are Scaling and Shifting. Slides: https://drive.google.com/file/d/1tExX... Deep Learning Projects playlist: • Deep Learning Projects Neural Networks From Scratch in Python: • Neural Networks From Scratch in Python Chapters: 00:00 Introduction 00:27 Normalization Vs Standardization 01:26 Recap of Why we need BN 05:40 How Batch Normalization works 07:15 Batch Vs Mini-batch 10:43 Visual Explanation of BN 13:52 Why we need Beta and Gamma in BN 17:25 Common Misconception 19:42 Beauty of Gamma and Beta parameters 23:18 Summary & Next video topics #batchnormalization #normalization #neuralnetworks #internalcovariateshift #covariance #normaldistribution

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