Go to Appearance > Customize. You’ll see the General tab. Click upload and navigate to the file on your hard disk.
You may limit the logo width, if you wish to download a larger logo for Retina screens.
You can also download the site icon in the format .png in Appearance > Site Identity section. It will be used in a browser address bar and different apps.