grammar fix

Author: dnth

examples/dinov2_notebook.ipynb

@@ -9,9 +9,9 @@
    },
    "source": [
     "# Clustering Images with DINOv2\n",
-    "This notebook shows how to extract feature vectors efficiency using [DINOv2](https://github.com/facebookresearch/dinov2) by Meta AI Research - No GPU needed!\n",
+    "This notebook shows how to extract feature vectors efficiently using [DINOv2](https://github.com/facebookresearch/dinov2) by Meta AI Research - No GPU needed!\n",
     "\n",
-    "This file includes artifacts from the DINOv2 repository, which is licensed under the\n",
+    "This notebook includes artifacts from the DINOv2 repository, which is licensed under the\n",
     "Creative Commons Attribution-NonCommercial 4.0 International License.\n",
     "You are free to use this code as long as you provide attribution to the original author and use it in accordance with the terms of the license.\n",
     "\n",
@@ -39,7 +39,9 @@
    "source": [
     "## Download Oxford Pets Dataset\n",
     "\n",
-    "For demonstration, we will use a widely available and well curated dataset. For that reason we might not find a lot of issues here. Feel free to swap this dataset with your own."
+    "For demonstration, we will use a widely available and well curated dataset. For that reason we might not find a lot of issues here. \n",
+    "\n",
+    "Feel free to swap this dataset with your own."
    ]
   },
   {
@@ -62,7 +64,7 @@
    },
    "source": [
     "## Import and Run fastdup to create embedding\n",
-    "Note: runtime on a 2 core colab node may be slow, it is recommended to run on 32 core machine to get x16 speedup. "
+    "> **Note** - Runtime on a 2-core Google Colab node may be slow, it is recommended to run on 32-core machine to get x16 speedup. "
    ]
   },
   {
@@ -138,7 +140,7 @@
    "source": [
     "## Image Clusters\n",
     "\n",
-    "Let's debug embedding quality by clustering group of similar images and visualizing them."
+    "Let's debug the embedding quality by clustering group of similar images and visualizing them."
    ]
   },
   {