Batch Normalization

Know a great resource on Batch Normalization? Send it to us at contactbackprop@gmail.com!

Videos

Batch Normalization, 2, 3, 4

  • A sequence of videos by Andrew Ng explaining batch normalization in depth


Batch Normalization Walkthrough

  • A walkthrough of the Batch Norm paper by Yannic Kilcher


Batch Normalization Explained

  • A visual, beginner friendly introduction to Batch Norm with Tensorflow code by Deep Lizard


Batch Norm in Pytorch

  • Video of using Batch Norm in a pytorch neural network by Deep Lizard

Posts

Batch Normalization Explained | Papers with Code

  • A summary of Batch Norm, along with a link to code and the paper

Code Examples

Batch Norm example on MNIST dataset using numpy another option: here

  • Numpy implementation of neural net with batch norm


Batch Norm in Pytorch

  • Example of using Batch Norm in a pytorch neural network by Deep Lizard

Textbook Sections

Dive into Deep Learning Chapter 7.5 - Batch Normalization

  • Explanation of Batch Norm with mxnet, pytorch, and tensorflow implementations


Deep Learning Chapter 8.7.1 Batch Normalization (Page 313)

  • Section on Batch Norm from Ian Goodfellow’s Textbook

Know a great resource on Batch Normalization? Send it to us at contactbackprop@gmail.com!