diff --git a/sdk/python/foundation-models/cohere/cohere-embed.ipynb b/sdk/python/foundation-models/cohere/cohere-embed.ipynb
index 15f68d00a5..453486c660 100644
--- a/sdk/python/foundation-models/cohere/cohere-embed.ipynb
+++ b/sdk/python/foundation-models/cohere/cohere-embed.ipynb
@@ -105,6 +105,35 @@
     ")"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "For image inputs you can try:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import base64\n",
+    "\n",
+    "# Open the image file in binary mode\n",
+    "with open(\"<Path to Image>\", \"rb\") as image_file:\n",
+    "    # Read the image data\n",
+    "    image_data = image_file.read()\n",
+    "\n",
+    "    # Encode the image data to base64\n",
+    "    base64_encoded_data = base64.b64encode(image_data)\n",
+    "\n",
+    "    # Convert the base64 bytes to a string\n",
+    "    base64_string = base64_encoded_data.decode(\"utf-8\")\n",
+    "\n",
+    "co.embed(images=[base64_string], input_type=\"image\")"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},