 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 capitalize on the data generated from technological advances and lead to novel modeling approaches. This article was authored by Davies Tuya, Benjamin Kellenberger, Saabiri and others.