Dendritic Computing: Branching Deeper into Machine Learning

•We review studies on computational implications of dendritic nonlinearities in neurons.•We discuss how synaptic plasticity can interact with dendritic nonlinearities for improved learning.•We link these studies to applications in machine learning and deep learning.•Thus, we propose a path to more powerful and more efficient machine learning methods and hardware.