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iver56 / audiomentations

A Python library for audio data augmentation. Inspired by albumentations. Useful for machine learning.
https://iver56.github.io/audiomentations/
MIT License
1.89k stars 192 forks source link

Feature request: Baseline / best practices recipe #212

Open turian opened 2 years ago

turian commented 2 years ago

It would be nice to have a "recipe" feature, so you could use a predefined set of audiomentations.

I would propose to start with a simple baseline that implements safe "best practices" that aren't radical. So that there is a quickstart one-liner for people who are paralyzed by the agony of many choices and hyperparameters.

(Later, if people contributed different recipes, it would be easy to compare them in papers, etc.)

turian commented 2 years ago

https://iopscience.iop.org/article/10.1088/1742-6596/1453/1/012085/pdf

image
iver56 commented 2 years ago

I like the idea. I guess one might need different recipes for different kinds of problems then

turian commented 2 years ago

@iver56 yeah but the idea would be that there would be a "general" recipe for unknown problems.