Advanced Audio Processing, 5 op

Core content

• Acoustic feature extraction and audio classification. Machine learning for audio classification: recurrent neural networks, connectionist temporal classification, convolutional neural networks. Environmental sound classification, music signal analysis and classification, spatial audio
• Source separation (one channel and multichannel). Time-frequency masking. Deep neural network based and spectrogram factorization based source separation techniques.
• Microphone array signal processing: beamforming, source localization and tracking.