Identifying plant wax inputs in lake sediments using machine learning

•Machine learning models trained on modern plant wax abundance distributions.•Paleovegetation modelled from plant wax abundance distributions in lake sediments.•Models validated by comparison to salinity proxy from microbial membrane lipids.