use Drupal\taxonomy\Entity\Term;
$categories = ['System', 'Favorites', 'Trash'];
foreach ($categories as $category) {
Term::create([
'name' => $category,
'vid' => 'tags',
'field_tag_common' => TRUE,
'field_tag_author' => 1,
])->save();
}