diff --git a/README.md b/README.md
index b15b9b0..e443eb5 100644
--- a/README.md
+++ b/README.md
@@ -67,5 +67,27 @@ To get the LU factorization see `torch.lu`, which can be used with `torch.lu_sol
 
 `X = torch.solve(B, A).solution` should be replaced with `X = torch.linalg.solve(A, B)`.
 
+### TOR101 Use of deprecated function
+
+#### torch.nn.utils.weight_norm
+
+This function is deprecated. Use :func:`torch.nn.utils.parametrizations.weight_norm`
+which uses the modern parametrization API. The new ``weight_norm`` is compatible
+with ``state_dict`` generated from old ``weight_norm``.
+
+Migration guide:
+
+* The magnitude (``weight_g``) and direction (``weight_v``) are now expressed
+    as ``parametrizations.weight.original0`` and ``parametrizations.weight.original1``
+    respectively.
+
+* To remove the weight normalization reparametrization, use
+    `torch.nn.utils.parametrize.remove_parametrizations`.
+
+* The weight is no longer recomputed once at module forward; instead, it will
+    be recomputed on every access.  To restore the old behavior, use
+    `torch.nn.utils.parametrize.cached` before invoking the module
+    in question.
+
 ## License
 TorchFix is BSD License licensed, as found in the LICENSE file.
diff --git a/tests/fixtures/deprecated_symbols/checker/weight_norm.py b/tests/fixtures/deprecated_symbols/checker/weight_norm.py
new file mode 100644
index 0000000..e4bb515
--- /dev/null
+++ b/tests/fixtures/deprecated_symbols/checker/weight_norm.py
@@ -0,0 +1,2 @@
+from torch import nn
+m = nn.utils.weight_norm(nn.Linear(20, 40), name='weight')
diff --git a/tests/fixtures/deprecated_symbols/checker/weight_norm.txt b/tests/fixtures/deprecated_symbols/checker/weight_norm.txt
new file mode 100644
index 0000000..74e8c05
--- /dev/null
+++ b/tests/fixtures/deprecated_symbols/checker/weight_norm.txt
@@ -0,0 +1 @@
+2:5 TOR101 Use of deprecated function torch.nn.utils.weight_norm: https://github.com/pytorch-labs/torchfix#torchnnutilsweight_norm
diff --git a/torchfix/deprecated_symbols.yaml b/torchfix/deprecated_symbols.yaml
index 94d8b60..b2bf4c5 100644
--- a/torchfix/deprecated_symbols.yaml
+++ b/torchfix/deprecated_symbols.yaml
@@ -60,6 +60,11 @@
   deprecate_pr: TBA
   remove_pr:
 
+- name: torch.nn.utils.weight_norm
+  deprecate_pr: https://github.com/pytorch/pytorch/pull/103001
+  remove_pr:
+  reference: https://github.com/pytorch-labs/torchfix#torchnnutilsweight_norm
+
 # functorch
 - name: functorch.vmap
   deprecate_pr: TBA