diff --git a/notebooks/en/automatic_embedding_tei_inference_endpoints.ipynb b/notebooks/en/automatic_embedding_tei_inference_endpoints.ipynb
index 23a287b5..f70f1903 100644
--- a/notebooks/en/automatic_embedding_tei_inference_endpoints.ipynb
+++ b/notebooks/en/automatic_embedding_tei_inference_endpoints.ipynb
@@ -113,9 +113,10 @@
    "id": "1e680f3d-4900-46cc-8b49-bb6ba3e27e2b",
    "metadata": {},
    "source": [
-    "Hugging Face offers a number of GPUs that you can choose from a number of GPUs that you can choose in Inference Endpoints. Check the [original documentation](https://huggingface.co/docs/inference-endpoints/en/pricing#gpu-instances) for GPU and alternative accelerators for information.\n",
+    "Inference Endpoints offers a number of GPUs that you can choose from. Check the [documentation](https://huggingface.co/docs/inference-endpoints/en/pricing#gpu-instances) for GPU and alternative accelerators for information.\n",
     "\n",
-    "\\*Note that for some architectures you might get a note to email us to get access.\n",
+    "> [!TIP]\n",
+    "> You may need to email us for access to some architectures.\n",
     "\n",
     "| Provider | Instance Type | Instance Size | Hourly rate | GPUs | Memory |   Architecture  |\n",
     "|:--------:|:-------------:|:-------------:|:-----------:|:----:|:------:|:---------------:|\n",