This article discusses the use of machine learning (ML) in predicting suicide attempts and risk. The study found that 81 studies met the inclusion criteria and were included in the qualitative synthesis. The predicted outcome varied, with some studies predicting attempts at 1 month and others predicting risk at 12 months. Overall, ML shows promise in predicting suicide attempts and risk.