If you are using Ubuntu GNOME, you may want to configure advanced touchpad options as the default user interface includes only some basic touchpad settings.
Ubuntu 17.04 has been released and many of you may want to try out Ubuntu GNOME flavor as starting with Ubuntu 18.04 LTS, GNOME desktop will be default UI instead of Unity.