Due　to　the　variety　and　quantity　of　nursing　multimedia　teaching　resources,　the　resource　recommendation　method　has　the　problem　of　low　recall　rate.　To　this　end,　a　mobile　learning-based　nursing　multimedia　teaching　resource　recommendation　method　was　designed.　First　of　all,　this　paper　identifies　the　law　of　learning　needs,　annotates　the　keywords　of　teaching　resources,　and　collects　the　data　of　students’　learning　records,　so　as　to　improve　the　recall　rate　of　the　recommendation　results.　Build　a　user　interest　preference　model,　improve　the　nursing　multimedia　teaching　resource　recommendation　process,　and　optimize　the　mobile　learning　personalized　recommendation　model.　The　experimental　results　show　that　the　recall　rates　of　the　proposed　method　and　the　other　two　methods　are　78.627%,　70.615%　and　70.200%,　respectively,　indicating　that　the　proposed　method　has　a　high　recall　rate.　©　2023,　ICST　Institute　for　Computer　Sciences,　Social　Informatics　and　Telecommunications　Engineering.