This is the Linux app named CounterfactualExplanations.jl whose latest release can be downloaded as v1.5.0sourcecode.tar.gz. It can be run online in the free hosting provider OnWorks for workstations.
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CounterfactualExplanations.jl
DESCRIPTION
CounterfactualExplanations.jl is a package for generating Counterfactual Explanations (CE) and Algorithmic Recourse (AR) for black-box algorithms. Both CE and AR are related tools for explainable artificial intelligence (XAI). While the package is written purely in Julia, it can be used to explain machine learning algorithms developed and trained in other popular programming languages like Python and R. See below for a short introduction and other resources or dive straight into the docs.
Features
- Counterfactual Explanations and Algorithmic Recourse in Julia
- Machine learning models like Deep Neural Networks have become so complex, opaque and underspecified in the data that they are generally considered Black Boxes
- Documentation available
- Examples available
- Implemented Counterfactual Generators
Programming Language
Julia
Categories
This is an application that can also be fetched from https://sourceforge.net/projects/counterfactualexplan.mirror/. It has been hosted in OnWorks in order to be run online in an easiest way from one of our free Operative Systems.
