Is it possible to teach an AI to edit video content? Every week I will get a lot of videos from a game that I play, outside the game where you throw wooden skittle bats at skittles, and then I will cut videos, so that, at the end. there is video only about throws. 

The job is simple and systematic. I have a lot of videos, so I was wondering: 


Is it possible to teach AI to cut videos from the right place? 


I was thinking to ask help or guidance where to start to solve this problem. 

I can't use only sound, because sometimes you can hear skittles hit from outside of the video.  I also can't just use movement activity, because sometimes there are people moving around the field. Videos are always filmed from a fixed stand, so it should make it easier. So, is it possible and where to start?

Here is another example: https://www.youtube.com/watch?v=sHu6yMBV3xU
I believe the answer is yes, but the video edition is mostly programmatic. The AI part comes with detecting the right spots to cut. 


You want to detect the right portion when someone picks a wooden skittle
you want to detect when the Skittles stop moving on the ground (to detect this, also when they start moving)


These will give you timestamps on the video. The next step is to add some padding and run the drop-down frame operations in the video, which can all be done with a simple script. 

You might find this video very similar in concept, and maybe even as code source: https://youtu.be/DQ8orIurGxw

For the recognition of the objects in the video frames, there are lots of options. You might look into computer vision or object motion detection.