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Audio Processing

Blog Posts tagged Audio Processing#

Audio classification with torch

Learn how to classify speech utterances with torch, making use of domain knowledge and deep learning. This post is a condensed version of the corresponding chapter in the forthcoming book, Deep Learning and Scientific Computing with R torch, to be published by CRC Press

Sigrid Keydana

Oct 6, 2022

Machine Learning Ai Torch Audio Processing

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Simple audio classification with torch

This article translates Daniel Falbel's post on "Simple Audio Classification" from TensorFlow/Keras to torch/torchaudio

Athos Damiani

Feb 4, 2021

Machine Learning Ai Torch Audio Processing

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Audio classification with Keras: Looking closer at the non-deep learning parts

Audio classification with Keras: Looking closer at the non-deep learning parts

Sometimes, deep learning is seen - and welcomed - as a way to avoid laborious preprocessing of data. However, there are cases where preprocessing of sorts does not only help improve prediction, but constitutes a fascinating topic in itself. One such case is audio classification. In this post, we build on a previous post on this blog, this time focusing on explaining some of the non-deep learning background. We then link the concepts explained to updated for near-future releases TensorFlow code

Sigrid Keydana

Feb 7, 2019

keras3 Machine Learning Best Practices Ai Tensorflow Keras Concepts Audio Processing

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Digitally produced spectrogram of a male voice saying `nineteenth century`

Simple Audio Classification with Keras

In this tutorial we will build a deep learning model to classify words. We will use the Speech Commands dataset which consists of 65,000 one-second audio files of people saying 30 different words

Daniel Falbel

Jun 6, 2018

keras3 Machine Learning Ai Tensorflow Keras Audio Processing