jphall663 / awesome-machine-learning-interpretability

A curated list of awesome machine learning interpretability resources.

python data-science machine-learning data-mining awesome r awesome-list transparency fairness accountability interpretability interpretable-deep-learning interpretable-ai interpretable-ml explainable-ml xai fatml interpretable-machine-learning iml machine-learning-interpretability

Updated Oct 8, 2020

jphall663 / interpretable_machine_learning_with_python

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Examples of techniques for training interpretable ML models, explaining ML models, and debugging ML models for accuracy, discrimination, and security.

python data-science machine-learning data-mining h2o gradient-boosting-machine transparency decision-tree fairness lime accountability interpretability interpretable-ai interpretable-ml xai fatml interpretable interpretable-machine-learning iml machine-learning-interpretability

Updated Oct 1, 2020
Jupyter Notebook

h2oai / mli-resources

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H2O.ai Machine Learning Interpretability Resources

python data-science machine-learning data-mining h2o xgboost transparency jupyter-notebooks fairness accountability interpretability interpretable-ai interpretable-ml explainable-ml mli xai fatml interpretable-machine-learning iml machine-learning-interpretability

Updated May 22, 2020
Jupyter Notebook

cosmicBboy / themis-ml

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A library that implements fairness-aware machine learning algorithms

machine-learning-algorithms transparency fairness accountability discrimination ethics social-bias

Updated Jul 31, 2018
Jupyter Notebook

fat-forensics / fat-forensics

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Modular Python Toolbox for Fairness, Accountability and Transparency Forensics

machine-learning transparency fairness accountability interpretability interpretable-ai explainable-ai explainability

Updated Aug 12, 2020
Python

jeremyjbowers / pyopenfec

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A Python wrapper for the OpenFEC API.

python government data journalism fec elections candidate accountability openfec-api

Updated Nov 12, 2019
Python

holgerd77 / django-public-project

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Custom Python/Django CMS - Transparency for Public Projects (used for BERwatch/BLBwatch)

python django politics political open-data transparency public-project accountability berwatch

Updated Mar 16, 2017
JavaScript

wikitribune / fabrica-pending-revisions

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WordPress plugin that enables updates to published content to be held in a draft state, or to be submitted for moderation and approval before they go live. It makes WP’s native Revisions more accountable by extending the system’s tracking of changes to taxonomy items and featured images, and improves the ‘Compare Revisions’ interface.

wordpress wordpress-plugin wiki journalism transparency editorial accountability open-journalism

Updated Jul 18, 2018
PHP

wikitribune / fabrica-collaborative-editing

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Plugin to make WordPress more Wiki-like by allowing more than one person to edit the same Post, Page, or Custom Post Type at the same time. When there are conflicting edits, it helps users to view, compare, and merge changes before saving.

wordpress wordpress-plugin wiki journalism transparency accountability collaborative-editing collaborative-writing open-journalism

Updated Jul 18, 2018
PHP

jphall663 / hc_ml

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Slides, videos and other potentially useful artifacts from various presentations on responsible machine learning.

data-science machine-learning data-mining transparency fairness accountability interpretability interpretable-ai interpretable-ml explainable-ai explainable-ml xai fatml interpretable-machine-learning iml machine-learning-interpretability fairness-ai fairness-ml

Updated Nov 19, 2019
TeX

robsalasco / sinimr

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Chilean Municipalities Information System (SINIM) Wrapper 📈

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🇨🇱

chile accountability sinim municipalidades

Updated Aug 19, 2020
R

navdeep-G / interpretable-ml

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Techniques & resources for training interpretable ML models, explaining ML models, and debugging ML models.

python data-science machine-learning data-mining gradient-boosting-machine transparency decision-trees fairness lime accountability interpretability interpretable-ai interpretable-ml xai fatml interpretable interpretable-machine-learning iml machine-learning-interpretability

Updated Oct 6, 2020
Jupyter Notebook

StarCitizenTracker / StarCitizenTracker.github.io

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Open source for https://starcitizentracker.github.io/

tracker crowdsourcing starcitizen accountability

Updated Oct 14, 2019
HTML

security-force-monitor / fmtrpt_data

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A dataset on unclassified training activities for non-US security forces arranged and funded by the United States Department of State and Department of Defence between 2001 and 2019. Sources, scraping, cleaning and publishing toolset included. Search and explore the data at: https://trainingdata.securityforcemonitor.org

government-data accountability transparency-enhancing-technologies humanrights securityforces