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Building Machine Learning Systems with Python - Third Edition
book

Building Machine Learning Systems with Python - Third Edition

by Luis Pedro Coelho, Willi Richert, Matthieu Brucher
July 2018
Beginner to intermediate
406 pages
9h 55m
English
Packt Publishing
Content preview from Building Machine Learning Systems with Python - Third Edition

Fetching the music data

We will use the GTZAN dataset, which is frequently used to benchmark music genre classification tasks. It is organized into 10 distinct genres, of which we will use only six for the sake of simplicity: classical, jazz, country, pop, rock, and metal. The dataset contains the first 30 seconds of 100 songs per genre. We can download the dataset from http://opihi.cs.uvic.ca/sound/genres.tar.gz.

We can download and extract it directly with Python, which has been nice especially if you're using Windows, which doesn't come with a tarball unzipper.

Throughout the Jupyter notebook, we will make use of the excellent pathlib library, which is part of Python since version 3.4. It allows easy path and file manipulation:

from pathlib ...
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Publisher Resources

ISBN: 9781788623223