Update caption_generation.ipynb

Author: guy-singer

examples/caption_generation.ipynb

@@ -265,7 +265,7 @@
    "source": [
     "# Run fastdup\n",
     "\n",
-    "Run fastdup with annotations on the dataset. Here, we set `num_images` to limit the run to 100 images."
+    "Run fastdup with annotations on the dataset. Here, we set `num_images` to limit the run to 1000 images."
    ]
   },
   {
@@ -450,7 +450,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Visualize Images With Captions\n",
+    "# Visualizing the Dataset's Outlier Images With Their Captions\n",
     "\n",
     "Use fastdup's built-in galleries methods to visualize the captioned images.\n",
     "Additionally, captions can always be generated for a gallery by setting the `label_col` argument to one of the available model names listed above."
@@ -1424,7 +1424,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# Visualize VQA Results\n",
+    "# Visualize the Results of VQA on The Dataset's Outliers\n",
     "\n",
     "Once again, we will use fastdup's built-in galleries methods to visualize the results of our VQA prompts."
    ]