If you want to change your password, go to 'My Profile' (click in the menu on the right), click the 'Edit settings' button at the lower right part of your screen and choose 'change password' below your profile picture:

After entering your current password and formulating a new one, the change are effective immediately.

Do not know your current password? Then have a look at I forgot my password.