Use the admin_enqueue_scripts
action like this
function load_custom_wp_admin_style() {
wp_register_style( 'custom_wp_admin_css', get_template_directory_uri() . '/admin-style.css', false, '1.0.0' );
wp_enqueue_style( 'custom_wp_admin_css' );
}
add_action( 'admin_enqueue_scripts', 'load_custom_wp_admin_style' );
More information you will find in WordPress codex https://codex.wordpress.org/Plugin_API/Action_Reference/admin_enqueue_scripts