Nature Electronics, Published online: 26 June 2026; doi:10.1038/s41928-026-01631-2 This Review examines the development of training strategies for neuromorphic electronics—including digital, mixed-signal and emerging neuromorphic electronics—analysing the characteristics and advantages of offline, online and hybrid training methods, and identifying key challenges and opportunities for future advances.