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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

blog post

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

blog post

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