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To delete a table from the database, first, display all the tables using the "show tables" command. Then, create a new table named "delete me" with a column named "test" of type integer. After describing the new table, drop it using the "drop table delete me" command. Confirm the deletion by showing all tables again, and the table "delete me" should no longer be in the database.