Generating Sound Digits with a Variational AutoEncoder
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YouTubeValerio Velardo - The Sound of AI
Generating Sound Digits with a Variational AutoEncoder
In the last installment of the tutorial series “Generating sound with neural nets”, you can learn how to use a previously trained Variational Autoencoder to generate spectrograms of sound digits convert the generated spectrograms into audio. Code: https://github.com/musikalkemist/generating-sound-with-neural-networks/tree/main/14 Sound ...
17.2K viewsApr 27, 2021
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AI • Machine Learning • Tech on Instagram: "A variational autoencoder (VAE) is a generative model that learns to represent data not as fixed points, but as probability distributions in a hidden space. Like other neural networks, it uses large matrices with tunable parameters to process the input, but instead of producing a single compressed vector, it outputs a mean and variance that define a distribution the input could come from. During training, the model samples from this distribution and tr
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AI • Machine Learning • Tech on Instagram: "A variational autoencoder (VAE) is a generative model that learns to represent data not as fixed points, but as probability distributions in a hidden space. Like other neural networks, it uses large matrices with tunable parameters to process the input, but instead of producing a single compressed vector, it outputs a mean and variance that define a distribution the input could come from. During training, the model samples from this distribution and tr
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