Add a caption to the image file in the image gallery
  1. Navigate to Site Explorer>Image Library
  2. Locate the image in question and click the Pencil icon to edit it
  3. Add text to the Alt Text section and Save

Enable captions on the slideshow part
  1. Edit the slideshow part
  2. Mark the box for Show Image Caption
  3. Click Save