Navigate to your project by clicking on your company name in the top left corner, then into your project. Once on the project page, next to the chapter you want to download the activity logs from, click the context menu and select "View Chapter Log".
This will display the activity logs, and in the bottom left corner you willhave the option to select "Export CSV":
This will download a .csv format file to your downloads folder.