Why Does Model Work on New Data

Recommended Reading

Overview of the Probably Approximately Correct (PAC) Framework by David Haussler
Chapter 7 of Machine Learning by Tom Mitchell (1997)

Recommended Watching

PAC Learning by Georgia Tech/Udacity (2015).