You can try using a data recovery utility included with TechTool Pro or using Data Rescue but these utilities are designed to recover existing data from a failing or failed hard drive, not for data erased from the hard drive.
Based on your question, I assume you don't maintain a regular backup and if so, now is a good time to start.