diff --git a/README.md b/README.md
index 0557c984..12163d93 100644
--- a/README.md
+++ b/README.md
@@ -567,6 +567,17 @@
     ```py
     mm.save_weights("foo.h5")
     ```
+  - **Training with compile and fit**
+    ```py
+    import torch
+    if torch.cuda.is_available():
+        _ = mm.to("cuda")
+    xx = torch.rand([64, *mm.input_shape[1:]])
+    yy = torch.functional.F.one_hot(torch.randint(0, mm.output_shape[-1], size=[64]), mm.output_shape[-1]).float()
+    loss = lambda y_pred, y_true: (y_true - y_pred.float()).abs().mean()
+    mm.compile(optimizer="AdamW", loss=loss, metrics='acc', grad_accumulate=4)
+    mm.fit(xx, yy, epochs=2, batch_size=4)
+    ```
 ***
 
 # Recognition Models