Git Product home page Git Product logo

responsiblyai / responsibly Goto Github PK

View Code? Open in Web Editor NEW
90.0 6.0 20.0 33.76 MB

Toolkit for Auditing and Mitigating Bias and Fairness of Machine Learning Systems ๐Ÿ”Ž๐Ÿค–๐Ÿงฐ

Home Page: http://docs.responsibly.ai

License: MIT License

Makefile 3.00% Python 97.00%
python machine-learning artificial-intelligence fairness bias data-science ethics fairness-ml fairness-ai fairness-testing

responsibly's People

Contributors

dependabot[bot] avatar gitter-badger avatar shlomihod avatar

Stargazers

 avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar

Watchers

 avatar  avatar  avatar  avatar  avatar  avatar

responsibly's Issues

Refactor roc_curve_by_attr to use one thresholds for all the sensitive attribute values

If different sensitive attribute values use different thresholds, the equalized odds intervention won't be sync across the values.

Therefore, an updated version of roc_curve from sklearn should be used, that takes the global thresholds and generate (fpr,tpr) for each sensitive attribute value:

https://github.com/scikit-learn/scikit-learn/blob/7b136e92acf49d46251479b75c88cba632de1937/sklearn/metrics/ranking.py#L535

Problem Installing Responsilby

I am trying to use responsibly in google collaboratory, and each time I install it, when I go to use it, I get the following error: AttributeError: module 'gensim.models.keyedvectors' has no attribute 'BaseKeyedVectors'

During the install, this is what I get:

Screenshot 2023-05-16 131104

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.