mvtk 0.2.0

Model validation toolkit

Model Validation Tookit

Installation

Run pip install mvtk.

Windows users: Until Jaxlib is supported on windows natively you will need to either use this library from a Linux subsystem or within a Docker container. Alternatively, you can build jaxlib from source.

Developers

Check out this repository and cd into the directory.

Run pip install -e ".[doc]".

The [doc] is used to install dependencies for building documentation. You will need pandoc installed.

Submodules

You can import:

• mvtk.credibility for assessing credibility from sample size.
• mvtk.interprenet for building interpretable neural nets.
• mvtk.thresholding for adaptive thresholding.
• mvtk.sobol for Sobol sensitivity analysis
• mvtk.supervisor for divergence analysis
• mvtk.metrics for specialised metrics
• mvtk.bias_variance for bias-variance decomposition

Documentation

You can run make -C docs html on a Mac or make.bat -C docs html on a PC to just rebuild the docs. In this case, point your browser to docs/_build/html/index.html to view the homepage. If your browser was already pointing to documentation that you changed, you can refresh the page to see the changes.