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+                <h1><a href="https://nn.labml.ai/normalization/weight_standardization/index.html">Weight Standardization</a></h1>
+<p>This is a <a href="https://pytorch.org">PyTorch</a> implementation of Weight Standardization from the paper
+ <a href="https://arxiv.org/abs/1903.10520">Micro-Batch Training with Batch-Channel Normalization and Weight Standardization</a>.
+We also have an
+<a href="https://nn.labml.ai/normalization/batch_channel_normalization/index.html">annotated implementation of Batch-Channel Normalization</a>.</p>
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diff --git a/labml_nn/normalization/weight_standardization/readme.md b/labml_nn/normalization/weight_standardization/readme.md
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+# [Weight Standardization](https://nn.labml.ai/normalization/weight_standardization/index.html)
+
+This is a [PyTorch](https://pytorch.org) implementation of Weight Standardization from the paper
+ [Micro-Batch Training with Batch-Channel Normalization and Weight Standardization](https://arxiv.org/abs/1903.10520).
+We also have an
+[annotated implementation of Batch-Channel Normalization](https://nn.labml.ai/normalization/batch_channel_normalization/index.html).
