 Animal ecologists are increasingly limited by constraints in data processing. Here, Tuya and colleagues discuss how collaboration between ecologists and data scientists can harness machine learning to capitalise on the data generated from technological advances and lead to novel modelling approaches. This article was authored by Davies Tuya, Benjamin Kellanberger, Sara Beery and others.