You cannot restore deleted records.

For your reference, it is possible to export records to a file as a backup in case they are accidentally deleted. For details, refer to the following page.
Creating a backup of records

You can also configure the Permissions for records settings to restrict which users can delete records. For details, refer to the following page.
Configuring permissions for records