diff --git a/site/en/gemini-api/docs/vision.ipynb b/site/en/gemini-api/docs/vision.ipynb
index b437a1319..360302b2d 100644
--- a/site/en/gemini-api/docs/vision.ipynb
+++ b/site/en/gemini-api/docs/vision.ipynb
@@ -210,8 +210,8 @@
    "source": [
     "## Image input\n",
     "\n",
-    "For total image payload size less than 20MB, we recommend either uploading\n",
-    "base64 encoded images or directly uploading locally stored image files."
+    "For total image payload size less than 20MB, it's recommended to either upload\n",
+    "base64 encoded images or directly upload locally stored image files."
    ]
   },
   {
@@ -223,7 +223,7 @@
     "### Base64 encoded images\n",
     "\n",
     "You can upload public image URLs by encoding them as Base64 payloads.\n",
-    "We recommend using the httpx library to fetch the image URLs.\n",
+    "You can use the httpx library to fetch the image URLs.\n",
     "The following code example shows how to do this:"
    ]
   },
@@ -549,7 +549,7 @@
     "1.    Multiply the y-coordinates by the original image height.\n",
     "\n",
     "To explore more detailed examples of generating bounding box coordinates and\n",
-    "visualizing them on images, we encourage you to review our [Object Detection cookbook example](https://github.com/google-gemini/cookbook/blob/main/examples/Object_detection.ipynb)."
+    "visualizing them on images, review our [Object Detection cookbook example](https://github.com/google-gemini/cookbook/blob/main/examples/Object_detection.ipynb)."
    ]
   },
   {