apple/dnikit

A Python toolkit for analyzing machine learning models and datasets.

78

stars

2

commits

Python

primary language

Jul 9, 2026

updated

apple.github.io/dnikit/
ai
bias
compression
data
data-duplication
fairness
fairness-ml
introspection
machine-learning
ml
python

README

Data and Network Introspection Kit (DNIKit)

A Python toolkit for introspection of machine learning models and datasets.

Please see the complete docs for more information.

Installation

Standard PyPi installation. For installation from a specific branch, see Contributor's Guide.

pip install dnikit

To run the notebook examples, try this instead:

pip install "dnikit[notebook]"

Start the notebook:

jupyter notebook

More installation options can be found in the docs.

Contributors

mmaherwelsh

2 commits

apple/dnikit

A Python toolkit for analyzing machine learning models and datasets.

78

stars

2

commits

Python

primary language

Jul 9, 2026

updated

apple.github.io/dnikit/
ai
bias
compression
data
data-duplication
fairness
fairness-ml
introspection
machine-learning
ml
python

README

Data and Network Introspection Kit (DNIKit)

A Python toolkit for introspection of machine learning models and datasets.

Please see the complete docs for more information.

Installation

Standard PyPi installation. For installation from a specific branch, see Contributor's Guide.

pip install dnikit

To run the notebook examples, try this instead:

pip install "dnikit[notebook]"

Start the notebook:

jupyter notebook

More installation options can be found in the docs.

Contributors

mmaherwelsh

2 commits

Languages

Python

87.2%

Jupyter Notebook

12.6%