The Dual Form of Neural Networks Revisited: Connecting Test Time Predictions to Training Patterns via Spotlights of Attention

Hi Everyone, In this article, we understand the paper "The Dual Form of Neural Networks Revisited: Connecting Test Time Predictions to Training Patterns via Spotlights of Attention." Neural networks are widely used for various tasks. Still, their exact working of them is not fully understood. Multiple ways are proposed to understand the trained network, such … Continue reading The Dual Form of Neural Networks Revisited: Connecting Test Time Predictions to Training Patterns via Spotlights of Attention

MEL-GENERALIZED CEPSTRAL ANALYSIS — A UNIFIED APPROACH TO SPEECH SPECTRAL ESTIMATION

Introduction: As per the source-filter model,we can see our speech production system as excitation at the glottis passing through a acoustic filter(vocal tract). As you see the below figure the excitation is approximately a impulse train(voiced speech) and the filter has smooth frequency response depending on the what phoneme is been spoken(vocal tract shape). In … Continue reading MEL-GENERALIZED CEPSTRAL ANALYSIS — A UNIFIED APPROACH TO SPEECH SPECTRAL ESTIMATION