1. Settings (Top right hand corner) > My Profile > My Privacy Settings.
2. Choose which level of Privacy you want for each section - Public or Private.
3. Set Activity Feed to Show or Hide My Activity.
4. Select Update Privacy Settings (blue button at bottom of page) to save changes.