You can use one of the below approaches:
- Use the Octopress plugin as described in this Stackoverflow answer.
- Use the approach in this pull request to the Jekyll So Simple Theme. You may have to update the code to match your video storage path.
If you know of any other approach, please leave a comment. Preferably not a plugin.