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LALAL.AI Presents Phoenix, A New Step in Evolution of ...

    https://www.lalal.ai/blog/phoenix-neural-network-vocal-separation/#:~:text=As%20the%20neural%20network%20processes%20an%20audio%20file%2C,ones%2C%20such%20as%20the%20voice%20or%20the%20drums.
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Neural Networks for Real-Time Audio: Introduction | by ...

    https://medium.com/nerd-for-tech/neural-networks-for-real-time-audio-introduction-ed5d575dc341
    Digital audio effects typically run at 44.1kHz (44,100 samples-per-second) or higher. That’s a massive amount of data to convert from analog to digital, push through a neural net, and convert back...

Audio signal processing by neural networks - ScienceDirect

    https://www.sciencedirect.com/science/article/pii/S0925231203003953
    Multilayer static and dynamic time-delay neural networks, adaptive spline neural networks, multirate subband neural networks and their on-line learning algorithms are also reviewed and discussed in the context of DSP applications. Section 3 presents some NNs based nonlinear audio processing applications. In particular we discuss about: audio signal recovery, …

Audio Super Resolution with Neural Networks - GitHub …

    https://kuleshov.github.io/audio-super-res/
    Audio Super Resolution with Neural Networks. We train neural networks to impute new time-domain samples in an audio signal; this is similar to the image super-resolution problem, where individual audio samples are analogous to pixels. For example, in the adjacent figure, we observe the blue audio samples, and we want to "fill-in" the white samples; both are from the same …

Building an Audio Classifier using Deep Neural Networks ...

    https://www.kdnuggets.com/2017/12/audio-classifier-deep-neural-networks.html
    Using a deep convolutional neural network architecture to classify audio and how to effectively use transfer learning and data-augmentation to improve model accuracy using small datasets. comments By Narayan Srinivasan. Understanding sound is one of the basic tasks that our brain performs.

RTNeural: Real-Time Neural Network Inferencing for Audio

    https://ccrma.stanford.edu/~jatin/rtneural/
    When using a neural network in a real-time audio effect, it is common to train the network beforehand, so that in the effect itself, the network only needs to take the audio input, and produce an audio output. This process is known as running inference on a neural network, and requires an inferencing engine .

A Deep Neural Network for Audio Classification with a ...

    https://deepai.org/publication/a-deep-neural-network-for-audio-classification-with-a-classifier-attention-mechanism
    Audio classification is considered as a challenging problem in pattern recognition. Recently, many algorithms have been proposed using deep neural networks. In this paper, we introduce a new attention-based neural network architecture called Classifier -Attention-Based Convolutional Neural Network (CAB-CNN).

The Top 6 Deep Neural Networks Audio Signal Processing ...

    https://awesomeopensource.com/projects/audio-signal-processing/deep-neural-networks
    Audio Deep Neural Networks Projects (17) Python Audio Signal Processing Projects (15) Deep Learning Audio Signal Processing Projects (11) Neural Network Deep Networks Projects (10) Convolutional Neural Networks Deep Projects (10) Python Deep Neural Networks Paper Projects (10) Deep Neural Networks Language Model Projects (10) ...

Google AI Blog: SoundStream: An End-to-End Neural Audio Codec

    https://ai.googleblog.com/2021/08/soundstream-end-to-end-neural-audio.html
    In “SoundStream: an End-to-End Neural Audio Codec”, we introduce a novel neural audio codec that extends those efforts by providing higher-quality audio and expanding to encode different sound types, including clean speech, noisy and reverberant speech, music, and environmental sounds. SoundStream is the first neural network codec to work on speech and …

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