Keyword spotting (KWS) utilities have become increasingly popular on a wide range of mobile and home devices, representing prolific application field for Convolutional Neural Networks (CNNs), which are commonly exploited to perform keyword classification. Addressing the challenges targeting such resource-constrained platforms, requires careful definition CNN architecture overall system implemen...