René's URL Explorer Experiment


Title: Fairness Indicators  |  Responsible AI Toolkit  |  TensorFlow

Open Graph Title: Fairness Indicators  |  Responsible AI Toolkit  |  TensorFlow

Description: Fairness Indicators tool suite for TensorFlow.

Open Graph Description: Fairness Indicators tool suite for TensorFlow.

Opengraph URL: https://www.tensorflow.org/responsible_ai/fairness_indicators/guide

direct link

Domain: www.tensorflow.org

Hey, it has json ld scripts: 
  {
    "@context": "https://schema.org",
    "@type": "Article",
    
    "headline": "Fairness Indicators"
  }

  {
    "@context": "https://schema.org",
    "@type": "BreadcrumbList",
    "itemListElement": [{
      "@type": "ListItem",
      "position": 1,
      "name": "Responsible AI",
      "item": "https://www.tensorflow.org/responsible_ai"
    },{
      "@type": "ListItem",
      "position": 2,
      "name": "Fairness Indicators",
      "item": "https://www.tensorflow.org/responsible_ai/fairness_indicators/guide"
    }]
  }
google-signin-client-id157101835696-ooapojlodmuabs2do2vuhhnf90bccmoi.apps.googleusercontent.com
google-signin-scopeprofile email https://www.googleapis.com/auth/developerprofiles https://www.googleapis.com/auth/developerprofiles.award https://www.googleapis.com/auth/devprofiles.full_control.firstparty
og:site_nameTensorFlow
og:typewebsite
theme-color#ff6f00
NoneIE=Edge
og:imagehttps://www.tensorflow.org/static/images/tf_logo_social.png
og:image:width1200
og:image:height675
og:localeen
twitter:cardsummary_large_image

Links:

Skip to main content https://www.tensorflow.org/responsible_ai/fairness_indicators/guide#main-content
https://www.tensorflow.org/
Install https://www.tensorflow.org/install
Learn https://www.tensorflow.org/learn
Introduction New to TensorFlow? https://www.tensorflow.org/learn
Tutorials Learn how to use TensorFlow with end-to-end examples https://www.tensorflow.org/tutorials
Guide Learn framework concepts and components https://www.tensorflow.org/guide
Learn ML Educational resources to master your path with TensorFlow https://www.tensorflow.org/resources/learn-ml
API https://www.tensorflow.org/api
TensorFlow (v2.16.1) https://www.tensorflow.org/api/stable
Versions… https://www.tensorflow.org/versions
TensorFlow.js https://js.tensorflow.org/api/latest/
TensorFlow Lite https://www.tensorflow.org/lite/api_docs
TFX https://www.tensorflow.org/tfx/api_docs
Resources https://www.tensorflow.org/resources
TensorFlow.js Develop web ML applications in JavaScript https://www.tensorflow.org/js
TensorFlow Lite Deploy ML on mobile, microcontrollers and other edge devices https://www.tensorflow.org/lite
TFX Build production ML pipelines https://www.tensorflow.org/tfx
All libraries Create advanced models and extend TensorFlow https://www.tensorflow.org/resources/libraries-extensions
Models & datasets Pre-trained models and datasets built by Google and the community https://www.tensorflow.org/resources/models-datasets
Tools Tools to support and accelerate TensorFlow workflows https://www.tensorflow.org/resources/tools
Responsible AI Resources for every stage of the ML workflow https://www.tensorflow.org/responsible_ai
Recommendation systems Build recommendation systems with open source tools https://www.tensorflow.org/resources/recommendation-systems
Community https://www.tensorflow.org/community
Groups User groups, interest groups and mailing lists https://www.tensorflow.org/community/groups
Contribute Guide for contributing to code and documentation https://www.tensorflow.org/community/contribute
Blog Stay up to date with all things TensorFlow https://blog.tensorflow.org/
Forum Discussion platform for the TensorFlow community https://discuss.tensorflow.org
Why TensorFlow https://www.tensorflow.org/about
About https://www.tensorflow.org/about
Case studies https://www.tensorflow.org/about/case-studies
GitHub https://github.com/tensorflow
Responsible AI https://www.tensorflow.org/responsible_ai
Overview https://www.tensorflow.org/responsible_ai
Guides and Tutorials https://www.tensorflow.org/responsible_ai/tutorials
API https://www.tensorflow.org/responsible_ai/api_docs
https://www.tensorflow.org/
Install https://www.tensorflow.org/install
Learn https://www.tensorflow.org/learn
API https://www.tensorflow.org/api
Resources https://www.tensorflow.org/resources
Overview https://www.tensorflow.org/responsible_ai
Guides and Tutorials https://www.tensorflow.org/responsible_ai/tutorials
API https://www.tensorflow.org/responsible_ai/api_docs
Community https://www.tensorflow.org/community
Why TensorFlow https://www.tensorflow.org/about
GitHub https://github.com/tensorflow
Overviewhttps://www.tensorflow.org/responsible_ai/tutorials
Overviewhttps://www.tensorflow.org/responsible_ai/fairness_indicators/guide
Thinking about fairness evaluationhttps://www.tensorflow.org/responsible_ai/fairness_indicators/guide/guidance
Introduction to Fairness Indicatorshttps://www.tensorflow.org/responsible_ai/fairness_indicators/tutorials/Fairness_Indicators_Example_Colab
Evaluate fairness using TF-Hub modelshttps://www.tensorflow.org/responsible_ai/fairness_indicators/tutorials/Fairness_Indicators_on_TF_Hub_Text_Embeddings
Visualize with TensorBoard Pluginhttps://www.tensorflow.org/responsible_ai/fairness_indicators/tutorials/Fairness_Indicators_TensorBoard_Plugin_Example_Colab
Evaluate toxicity in Wiki commentshttps://www.tensorflow.org/responsible_ai/fairness_indicators/tutorials/Fairness_Indicators_TFCO_Wiki_Case_Study
TensorFlow constrained optimization examplehttps://www.tensorflow.org/responsible_ai/fairness_indicators/tutorials/Fairness_Indicators_TFCO_CelebA_Case_Study
Pandas DataFrame case studyhttps://www.tensorflow.org/responsible_ai/fairness_indicators/tutorials/Fairness_Indicators_Pandas_Case_Study
FaceSSD example Colabhttps://www.tensorflow.org/responsible_ai/fairness_indicators/tutorials/Facessd_Fairness_Indicators_Example_Colab
Overviewhttps://www.tensorflow.org/responsible_ai/model_remediation
Installhttps://www.tensorflow.org/responsible_ai/model_remediation/install
Overviewhttps://www.tensorflow.org/responsible_ai/model_remediation/min_diff/guide/mindiff_overview
Usage requirementshttps://www.tensorflow.org/responsible_ai/model_remediation/min_diff/guide/requirements
Data preparationhttps://www.tensorflow.org/responsible_ai/model_remediation/min_diff/guide/min_diff_data_preparation
Integrating MinDiff with MinDiffModelhttps://www.tensorflow.org/responsible_ai/model_remediation/min_diff/guide/integrating_min_diff_with_min_diff_model
Customizing MinDiffModelhttps://www.tensorflow.org/responsible_ai/model_remediation/min_diff/guide/customizing_min_diff_model
Integrating MinDiff without MinDiffModelhttps://www.tensorflow.org/responsible_ai/model_remediation/min_diff/guide/integrating_min_diff_without_min_diff_model
End-to-End example with Kerashttps://www.tensorflow.org/responsible_ai/model_remediation/min_diff/tutorials/min_diff_keras
Overviewhttps://www.tensorflow.org/responsible_ai/model_remediation/counterfactual/guide/counterfactual_overview
Using Counterfactual Logit Pairinghttps://www.tensorflow.org/responsible_ai/model_remediation/counterfactual/guide/counterfactual_usage_steps
Data preparationhttps://www.tensorflow.org/responsible_ai/model_remediation/counterfactual/guide/creating_a_custom_counterfactual_dataset
End-to-End example with Kerashttps://www.tensorflow.org/responsible_ai/model_remediation/counterfactual/guide/counterfactual_keras
Overviewhttps://www.tensorflow.org/responsible_ai/model_card_toolkit/guide
Installhttps://www.tensorflow.org/responsible_ai/model_card_toolkit/guide/install
Conceptshttps://www.tensorflow.org/responsible_ai/model_card_toolkit/guide/concepts
Templateshttps://www.tensorflow.org/responsible_ai/model_card_toolkit/guide/templates
Migrationhttps://www.tensorflow.org/responsible_ai/model_card_toolkit/guide/migration
Model Card Toolkit with Scikit-Learnhttps://www.tensorflow.org/responsible_ai/model_card_toolkit/examples/Scikit_Learn_Model_Card_Toolkit_Demo
Model Card Toolkit as a standalone toolhttps://www.tensorflow.org/responsible_ai/model_card_toolkit/examples/Standalone_Model_Card_Toolkit_Demo
Overviewhttps://www.tensorflow.org/responsible_ai/privacy/guide
Get Startedhttps://www.tensorflow.org/responsible_ai/privacy/guide/get_started
Measure Privacyhttps://www.tensorflow.org/responsible_ai/privacy/guide/measure_privacy
Compute privacyhttps://www.tensorflow.org/responsible_ai/privacy/tutorials/classification_privacy
Assess privacy riskhttps://www.tensorflow.org/responsible_ai/privacy/tutorials/privacy_report
Introduction https://www.tensorflow.org/learn
Tutorials https://www.tensorflow.org/tutorials
Guide https://www.tensorflow.org/guide
Learn ML https://www.tensorflow.org/resources/learn-ml
TensorFlow (v2.16.1) https://www.tensorflow.org/api/stable
Versions… https://www.tensorflow.org/versions
TensorFlow.js https://js.tensorflow.org/api/latest/
TensorFlow Lite https://www.tensorflow.org/lite/api_docs
TFX https://www.tensorflow.org/tfx/api_docs
TensorFlow.js https://www.tensorflow.org/js
TensorFlow Lite https://www.tensorflow.org/lite
TFX https://www.tensorflow.org/tfx
All libraries https://www.tensorflow.org/resources/libraries-extensions
Models & datasets https://www.tensorflow.org/resources/models-datasets
Tools https://www.tensorflow.org/resources/tools
Responsible AI https://www.tensorflow.org/responsible_ai
Recommendation systems https://www.tensorflow.org/resources/recommendation-systems
Groups https://www.tensorflow.org/community/groups
Contribute https://www.tensorflow.org/community/contribute
Blog https://blog.tensorflow.org/
Forum https://discuss.tensorflow.org
About https://www.tensorflow.org/about
Case studies https://www.tensorflow.org/about/case-studies
TensorFlow https://www.tensorflow.org/
Resources https://www.tensorflow.org/resources
Responsible AI https://www.tensorflow.org/responsible_ai
Guides and Tutorials https://www.tensorflow.org/responsible_ai/tutorials
Evaluator component https://www.tensorflow.org/tfx/guide/evaluator
TFX pipelinehttps://www.tensorflow.org/tfx
TensorBoard pluginhttps://github.com/tensorflow/tensorboard/blob/master/docs/fairness-indicators.md
TensorFlow Model Analysis libraryhttps://www.tensorflow.org/tfx/guide/fairness_indicators
Model Agnostic TFMA libraryhttps://www.tensorflow.org/tfx/guide/fairness_indicators#using_fairness_indicators_with_non-tensorflow_models
https://developers.google.com/machine-learning/practica/fairness-indicators?utm_source=github&utm_medium=github&utm_campaign=fi-practicum&utm_term=&utm_content=repo-body
ML Practicum: Fairness in Perspective API using Fairness Indicators https://developers.google.com/machine-learning/practica/fairness-indicators?utm_source=github&utm_medium=github&utm_campaign=fi-practicum&utm_term=&utm_content=repo-body
Try the Case Studyhttps://developers.google.com/machine-learning/practica/fairness-indicators?utm_source=github&utm_medium=github&utm_campaign=fi-practicum&utm_term=&utm_content=repo-body
https://blog.tensorflow.org/2019/12/fairness-indicators-fair-ML-systems.html
Fairness Indicators on the TensorFlow blog https://blog.tensorflow.org/2019/12/fairness-indicators-fair-ML-systems.html
Read on the TensorFlow bloghttps://blog.tensorflow.org/2019/12/fairness-indicators-fair-ML-systems.html
https://github.com/tensorflow/fairness-indicators
Fairness Indicators on GitHub https://github.com/tensorflow/fairness-indicators
View on GitHubhttps://github.com/tensorflow/fairness-indicators
https://ai.googleblog.com/2019/12/fairness-indicators-scalable.html
Fairness Indicators on the Google AI Blog https://ai.googleblog.com/2019/12/fairness-indicators-scalable.html
Read on Google AI bloghttps://ai.googleblog.com/2019/12/fairness-indicators-scalable.html
Fairness Indicators at Google I/O https://www.youtube.com/watch?v=6CwzDoE8J4M
Watch the videohttps://www.youtube.com/watch?v=6CwzDoE8J4M
Creative Commons Attribution 4.0 Licensehttps://creativecommons.org/licenses/by/4.0/
Apache 2.0 Licensehttps://www.apache.org/licenses/LICENSE-2.0
Google Developers Site Policieshttps://developers.google.com/site-policies
Blog https://blog.tensorflow.org
Forum https://discuss.tensorflow.org
GitHub https://github.com/tensorflow/
Twitter https://twitter.com/tensorflow
YouTube https://youtube.com/tensorflow
Issue tracker https://github.com/tensorflow/tensorflow/issues
Release notes https://github.com/tensorflow/tensorflow/blob/master/RELEASE.md
Stack Overflow https://stackoverflow.com/questions/tagged/tensorflow
Brand guidelines https://www.tensorflow.org/extras/tensorflow_brand_guidelines.pdf
Cite TensorFlow https://www.tensorflow.org/about/bib
Terms https://policies.google.com/terms
Privacy https://policies.google.com/privacy
Manage cookies https://www.tensorflow.org/responsible_ai/fairness_indicators/guide
Subscribe https://www.tensorflow.org/subscribe

Viewport: width=device-width, initial-scale=1

URLs of crawlers that visited me.