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Batch normalization

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This is a technique used in Neural network training to make learning more stable.

Usage with frameworks

Keras

You can use Batch Normalization in Keras like this.

keras.layers.BatchNormalization()

Documentation of the Keras batch norm layer: https://keras.io/api/layers/normalization_layers/batch_normalization/

PyTorch

torch.nn.BatchNorm1d(out_dim)

Torch documentation for batch norm: https://pytorch.org/docs/stable/generated/torch.nn.BatchNorm1d.html

Useful links

Citation

If you find this work useful, please cite it as:

@article{yaltirakli,
  title   = "Batch normalization",
  author  = "Yaltirakli, Gokberk",
  journal = "gkbrk.com",
  year    = "2025",
  url     = "https://www.gkbrk.com/batch-normalization"
}

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IEEE Citation

Gokberk Yaltirakli, "Batch normalization", March, 2025. [Online]. Available: https://www.gkbrk.com/batch-normalization. [Accessed Mar. 12, 2025].

APA Style

Yaltirakli, G. (2025, March 12). Batch normalization. https://www.gkbrk.com/batch-normalization

Bluebook Style

Gokberk Yaltirakli, Batch normalization, GKBRK.COM (Mar. 12, 2025), https://www.gkbrk.com/batch-normalization

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