DiCE

Generate Diverse Counterfactual Explanations for any machine learning model. (by interpretml)

DiCE Alternatives

Similar projects and alternatives to DiCE

NOTE: The number of mentions on this list indicates mentions on common posts plus user suggested alternatives. Hence, a higher number means a better DiCE alternative or higher similarity.

DiCE reviews and mentions

Posts with mentions or reviews of DiCE. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2023-01-31.
  • [D] Have researchers given up on traditional machine learning methods?
    2 projects | /r/MachineLearning | 31 Jan 2023
    - all domains requiring high interpretability absolutely ignore deep learning at all, and put all their research into traditional ML; see e.g. counterfactual examples, important interpretability methods in finance, or rule-based learning, important in medical or law applications
  • [R] The Shapley Value in Machine Learning
    1 project | /r/MachineLearning | 25 Feb 2022
    Counter-factual and recourse-based explanations are alternative approach to model explanations. I used to work in a large financial institution, and we were researching whether counter-factual explanation methods would lead to better reason codes for adverse action notices.

Stats

Basic DiCE repo stats
2
1,267
8.2
8 days ago

interpretml/DiCE is an open source project licensed under MIT License which is an OSI approved license.

The primary programming language of DiCE is Python.


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