Activity vs. Action

I am completing Week 3 in the workbook and it is saying to write an action and not an activity. Can you clarify the difference? For example, if the goal is to lose weight and I decided that I want to train for a 5K. Is my doing a “Couch to 5K” training session an activity or an action?