diff --git a/notebooks/en/automatic_embedding_tei_inference_endpoints.ipynb b/notebooks/en/automatic_embedding_tei_inference_endpoints.ipynb
index 6ec9a2c..f70f190 100644
--- a/notebooks/en/automatic_embedding_tei_inference_endpoints.ipynb
+++ b/notebooks/en/automatic_embedding_tei_inference_endpoints.ipynb
@@ -113,18 +113,36 @@
    "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. Here they are in table form:\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",
-    "| GPU                 | instanceType   | instanceSize | vRAM  |\n",
-    "|---------------------|----------------|--------------|-------|\n",
-    "| 1x Nvidia Tesla T4 | g4dn.xlarge | small | 16GB |\n",
-    "| 4x Nvidia Tesla T4 | g4dn.12xlarge | large | 64GB |\n",
-    "| 1x Nvidia A10G | g5.2xlarge | medium | 24GB |\n",
-    "| 4x Nvidia A10G | g5.12xlarge | xxlarge | 96GB |\n",
-    "| 1x Nvidia A100* | p4de | xlarge | 80GB |\n",
-    "| 2x Nvidia A100* | p4de | 2xlarge | 160GB |\n",
+    "> [!TIP]\n",
+    "> You may need to email us for access to some architectures.\n",
     "\n",
-    "\\*Note that for A100s you might get a note to email us to get access."
+    "| Provider | Instance Type | Instance Size | Hourly rate | GPUs | Memory |   Architecture  |\n",
+    "|:--------:|:-------------:|:-------------:|:-----------:|:----:|:------:|:---------------:|\n",
+    "| aws      | nvidia-a10g   | x1            | $1          | 1    | 24GB   | NVIDIA A10G     |\n",
+    "| aws      | nvidia-t4     | x1            | $0.5        | 1    | 14GB   | NVIDIA T4       |\n",
+    "| aws      | nvidia-t4     | x4            | $3          | 4    | 56GB   | NVIDIA T4       |\n",
+    "| gcp      | nvidia-l4     | x1            | $0.8        | 1    | 24GB   | NVIDIA L4       |\n",
+    "| gcp      | nvidia-l4     | x4            | $3.8        | 4    | 96GB   | NVIDIA L4       |\n",
+    "| aws      | nvidia-a100   | x1            | $4          | 1    | 80GB   | NVIDIA A100     |\n",
+    "| aws      | nvidia-a10g   | x4            | $5          | 4    | 96GB   | NVIDIA A10G     |\n",
+    "| aws      | nvidia-a100   | x2            | $8          | 2    | 160GB  | NVIDIA A100     |\n",
+    "| aws      | nvidia-a100   | x4            | $16         | 4    | 320GB  | NVIDIA A100     |\n",
+    "| aws      | nvidia-a100   | x8            | $32         | 8    | 640GB  | NVIDIA A100     |\n",
+    "| gcp      | nvidia-t4     | x1            | $0.5        | 1    | 16GB   | NVIDIA T4       |\n",
+    "| gcp      | nvidia-l4     | x1            | $1          | 1    | 24GB   | NVIDIA L4       |\n",
+    "| gcp      | nvidia-l4     | x4            | $5          | 4    | 96GB   | NVIDIA L4       |\n",
+    "| gcp      | nvidia-a100   | x1            | $6          | 1    | 80 GB  | NVIDIA A100     |\n",
+    "| gcp      | nvidia-a100   | x2            | $12         | 2    | 160 GB | NVIDIA A100     |\n",
+    "| gcp      | nvidia-a100   | x4            | $24         | 4    | 320 GB | NVIDIA A100     |\n",
+    "| gcp      | nvidia-a100   | x8            | $48         | 8    | 640 GB | NVIDIA A100     |\n",
+    "| gcp      | nvidia-h100   | x1            | $12.5       | 1    | 80 GB  | NVIDIA H100     |\n",
+    "| gcp      | nvidia-h100   | x2            | $25         | 2    | 160 GB | NVIDIA H100     |\n",
+    "| gcp      | nvidia-h100   | x4            | $50         | 4    | 320 GB | NVIDIA H100     |\n",
+    "| gcp      | nvidia-h100   | x8            | $100        | 8    | 640 GB | NVIDIA H100     |\n",
+    "| aws      | inf2          | x1            | $0.75       | 1    | 32GB   | AWS Inferentia2 |\n",
+    "| aws      | inf2          | x12           | $12         | 12   | 384GB  | AWS Inferentia2 |"
    ]
   },
   {
@@ -139,8 +157,8 @@
     "# GPU Choice\n",
     "VENDOR=\"aws\"\n",
     "REGION=\"us-east-1\"\n",
-    "INSTANCE_SIZE=\"medium\"\n",
-    "INSTANCE_TYPE=\"g5.2xlarge\""
+    "INSTANCE_SIZE=\"x1\"\n",
+    "INSTANCE_TYPE=\"nvidia-a10g\""
    ]
   },
   {