As the longstanding collaboration with our computer scientists colleagues the GHA participated in a recent paper addressing sound classification using machine learning. We used a deep learning approach to analyze a dataset the GHA obtained during a brief acoustic monitoring in the middle Magdalena valley in 2021. The paper can be accessed here: