Scripts and styles should not be registered or enqueued until the wp_enqueue_scripts, admin_enqueue_scripts, or login_enqueue_scripts hooks.
function my_admin_scripts() {
wp_enqueue_style( 'admin-css', get_stylesheet_directory_uri() . '/admin/css/admin.css' );
wp_enqueue_script( 'admin-js', get_stylesheet_directory_uri() . '/admin/js/admin.js', true );
}
add_action( 'admin_enqueue_scripts', 'my_admin_scripts' );