Key Points
Interval statistics have been used to conclude that major earthquakes are random events in time and cannot be anticipated or predicted
Machine learning is a powerful new technique that enhances our ability to understand the information content of earthquake catalogs
We show that catalogs contain significant information on current hazard and future predictability for large earthquakes