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
nkululeko
  • Overview: module code

All modules for which code is available

  • nkululeko.glob_conf
  • nkululeko.reporting.defines
  • nkululeko.reporting.report_item

© Copyright 2023, Felix Burkhardt, Bagus Tris Atmaja.

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