nkululeko
Explanation
Nkululeko Overview
Architecture and Components
Glossary of Terms
How-to Guides
Installation
Usage
Overview of options for the nkululeko framework
Visualization
Nkululeko Plots
Confusion matrix
Epoch progression
Feature importance
Feature distribution
t-SNE plots
Data distribution
Bias checking
Uncertainty
Tutorials
Nkululeko Workflow
Hello world [AUDFORMAT]
Hello World [CSV]
Emotion Prediction with Emotion2vec
Comparing classifiers and features
Feature Scaling in Nkululeko
Data Balancing in Nkululeko
Feature Correlation Plots (regplot)
Activation Functions in Neural Network Models
Text Processing: Transcribe, Translate, and Classify
How to Align Databases
Using Uncertainty in Predictions
Comparing Classifiers, Features, and Databases
Linguistic Features with BERT
Train/Dev/Test Splits
Predicting Speaker ID
Finetuning Transformer Models
Using Split Train and Test Data
How to Split Your Data
Bundle: Export and Inference
Equal Error Rate (EER) Implementation for Nkululeko
Modules
nkululeko.nkululeko
nkululeko.explore
nkululeko.augment
nkululeko.resample
nkululeko.segment
nkululeko.optim
nkululeko.predict
nkululeko.multidb
nkululeko.ensemble
nkululeko.flags
API Reference
nkululeko package
Subpackages
nkululeko.augmenting package
nkululeko.autopredict package
nkululeko.data package
nkululeko.feat_extract package
nkululeko.losses package
nkululeko.models package
nkululeko.reporting package
nkululeko.segmenting package
nkululeko.utils package
Submodules
nkululeko.utils.files module
nkululeko.utils.stats module
nkululeko.utils.util module
Module contents
Submodules
nkululeko.aug_train module
nkululeko.augment module
nkululeko.cacheddataset module
nkululeko.constants module
nkululeko.demo_predictor module
nkululeko.experiment module
nkululeko.explore module
nkululeko.export module
nkululeko.feature_extractor module
nkululeko.file_checker module
nkululeko.filter_data module
nkululeko.glob_conf module
nkululeko.modelrunner module
nkululeko.multidb module
nkululeko.nkululeko module
nkululeko.plots module
nkululeko.predict module
nkululeko.reporter module
nkululeko.resample module
nkululeko.result module
nkululeko.runmanager module
nkululeko.scaler module
nkululeko.segment module
nkululeko.syllable_nuclei module
nkululeko.testing_predictor module
Module contents
nkululeko
nkululeko package
nkululeko.utils package
View page source
nkululeko.utils package
Submodules
nkululeko.utils.files module
nkululeko.utils.stats module
nkululeko.utils.util module
Module contents