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FBurkhardt committed Oct 26, 2024
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Expand Up @@ -77,11 +77,12 @@ The functionality is encapsulated by software *modules* (interfaces) that are to
We list the most important ones here:

* **nkululeko**: do machine learning experiments combining features and learners
* **demo**: demo the current best model on the command line
* **demo**: demo the current best model on the command line or some files
* **test**: run current best model on a specified test set
* **explore**: perform data exploration (used mainly in this paper)
* **augment**: augment the current training data. This could also be used to reduce bias in the data, for example, by adding noise to audio samples that belong to a specific category.
* **aug\_train**: augment the training data and train the model with the augmented data.
* **predict**: predict features like signal distortion ratio, mean opinion score, arousal/valence, age/gender (for databases that miss this information), with deep neural nets models, e.g. as a basis for the *explore* module.
* **predict**: predict features like speaker diarization, signal distortion ratio, mean opinion score, arousal/valence, age/gender (for databases that miss this information), with deep neural nets models, e.g. as a basis for the *explore* module.
* **segment**: segment a database based on VAD (voice activity detection)
* **ensemble**: ensemble several models to improve performance

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