I am using MySQL Workbench and created an EER Diagram with several classes, columns, relationships, etc... now I have been looking and wondering if it is possible to let this application auto-generate these tables in my database? Up until now I haven't found it.
You can try File -> Export -> Forward Engineer SQL Create Script. Here you can generate the SQL Script corresponding to your EER diagram, and execute this script in your database engine.