diff --git a/docs/source/xformers_mingpt.ipynb b/docs/source/xformers_mingpt.ipynb
index aa6513807c..6f24372d4c 100644
--- a/docs/source/xformers_mingpt.ipynb
+++ b/docs/source/xformers_mingpt.ipynb
@@ -396,7 +396,7 @@
       "source": [
         "seed_everything(42)\n",
         "REF_BATCH = 512\n",
-        "BATCH = 32  # adjust depending on the avaiable memory on your machine\n",
+        "BATCH = 32  # adjust depending on the available memory on your machine\n",
         "WORKERS = 2\n",
         "EPOCHS = 1\n",
         "BLOCK = 128\n",
@@ -491,4 +491,4 @@
   },
   "nbformat": 4,
   "nbformat_minor": 0
-}
\ No newline at end of file
+}