You can edit participant details in the Participants module by clicking on the participant, or the Actions menu and selecting the View Details option.
This will redirect you to the detail window of that participant.
You can edit each field that you see using the small pencil icon. Make sure to click on Save, at the bottom of the page when you have made all the necessary updates.