Modern recording technologies now enable simultaneous recording from large\nnumbers of neurons. This has driven the development of new statistical models\nfor analyzing and interpreting neural population activity. Here we provide a\nbroad overview of recent developments in this area. We compare and contrast\ndifferent approaches, highlight strengths and limitations, and discuss\nbiological and mechanistic insights that these methods provide.\n