This document discusses applying machine learning to computer forensics. It provides a brief history of computer security and computer forensics research. It then discusses how machine learning can be useful for computer forensics given the complexity of digital investigations and large amounts of data. The document acknowledges limitations of current computer forensics machine learning research and provides guidelines for improving tools by incorporating an investigator's knowledge and prioritizing results.