Felix Burkhardt

add somthing like [MODEL] continue_model = model_path that would make nkululeko load the model and continue the training

add linguistics

1

Nkululeko could be multimodal, if a transcript field is added to the audio files and then, linguistic features extractors could be added to the feature_sets

Reduce the dependencies of nkululeko

1

Currently, a nkululeko environment is quite large and needs numerous packages to be installed. Would be great to check for each of them whether they could be replaced or somehow...

Development status

6

Currently nkululeko still has alpha, but i wonder if it shouldn't be stable? according to [this website](https://martin-thoma.com/software-development-stages/) these are the criteria: 4 - Beta[ ¶](https://martin-thoma.com/software-development-stages/#4-beta) Required properties: Software is feature...

Add statistic checks

1

The explore module computes statistic measures for correlation, but some of them have assumptions, e.g. PCC assumes that both variables are normally distributed. Add a check and a warning if...

Code documentation

7

The code is almost entierly undocumented. https://realpython.com/documenting-python-code/

If nkululeko downloads models automatically that are only to be used for reseach, not commercially, there should be a confirmation from the user that he/she is aware of this

Here is an example * Add test parameters * Test for expected value * Add `tests/test_to_db.py`: ```python import numpy as np import pytest import spmath @pytest.mark.parametrize( 'x, expected_y', [ (2,...

Makes sense to hide functions from package users that would like to use this as a software library * Switch to multi file structure * Select which part of the...

automatically detect labels and bins

1

I guess it would be better if the labels would not need to be given explicitly but read from the datafile automatically. I meant that the labels [anger, disgust, happy...]...