How to hide the shopping bag / cart icon

If you don't want the icon to appear, you can deactivate WooCommerce if you aren't using it and it will hide the shopping cart. 

If you want to use WooCommerce but just hide the icon, you'll see some settings under Appearance > Customize > Theme Options > Cart / WooCommerce with options to hide the icon or change it's style.