AI 原则
https://www.blog.google/technology/ai/ai-principles/
TensorFlow World
https://conferences.oreilly.com/tensorflow/tf-ca/schedule/2019-10-28
Fairness Indicators
https://github.com/tensorflow/fairness-indicators
模型卡
https://modelcards.withgoogle.com/about?utm_source=googleaiblog&utm_medium=blog&utm_campaign=fairness-indicators-cs&utm_term=&utm_content=blog-mc
交互式案例研究
https://developers.google.com/machine-learning/practica/fairness-indicators?utm_source=aiblog&utm_medium=blog&utm_campaign=fi-practicum&utm_term=&utm_content=blog-body
Jigsaw 恶意评论数据集意外偏差
https://www.kaggle.com/c/jigsaw-unintended-bias-in-toxicity-classification
已推出测试版本
https://github.com/tensorflow/fairness-indicators
What-If 工具
https://pair-code.github.io/what-if-tool/
pip 软件包
https://pypi.org/project/fairness-indicators/
TensorFlow Model Analysis
https://tensorflow.google.cn/tfx/tutorials/model_analysis/tfma_basic
TensorFlow Data Validation
https://tensorflow.google.cn/tfx/data_validation/get_started
示例 Colab
https://github.com/tensorflow/fairness-indicators/blob/master/fairness_indicators/examples/Fairness_Indicators_Example_Colab.ipynb
Fairness Indicators 示例 Colab
https://github.com/tensorflow/fairness-indicators/blob/master/fairness_indicators/examples/Fairness_Indicators_TensorBoard_Plugin_Example_Colab.ipynb
Fairness Indicators for TensorBoard
https://github.com/tensorflow/fairness-indicators/blob/master/fairness_indicators/examples/Fairness_Indicators_TensorBoard_Plugin_Example_Colab.ipynb
TensorBoard
https://tensorflow.google.cn/tensorboard
在 TFHub 中嵌入 Fairness Indicators
https://github.com/tensorflow/fairness-indicators/blob/master/fairness_indicators/examples/Fairness_Indicators_on_TF_Hub_Text_Embeddings.ipynb
Fairness Indicators 云端可视化 API 的人脸检测模型
https://github.com/tensorflow/fairness-indicators/blob/master/fairness_indicators/examples/Facessd_Fairness_Indicators_Example_Colab.ipynb
模型卡
https://modelcards.withgoogle.com/face-detection
GitHub 代码库
https://github.com/tensorflow/fairness-indicators
使用指导
https://github.com/tensorflow/fairness-indicators/blob/master/fairness_indicators/documentation/guidance.md
案例研究
https://developers.google.com/machine-learning/practica/fairness-indicators
恶意评论分类数据集
https://www.kaggle.com/c/jigsaw-toxic-comment-classification-challenge
TensorFlow Extended
https://tensorflow.google.cn/tfx
Evaluator
https://tensorflow.google.cn/tfx/guide/evaluator
TensorBoard
https://github.com/tensorflow/tensorboard/blob/master/docs/fairness-indicators.md
独立工具
https://tensorflow.google.cn/tfx/guide/fairness_indicators
Model-Agnostic TFMA
https://tensorflow.google.cn/tfx/guide/fairness_indicators#model_agnostic_evaluation
案例研究
https://developers.google.com/machine-learning/practica/fairness-indicators?utm_source=aiblog&utm_medium=aiblog&utm_campaign=fi-practicum&utm_content=fi-practicum
恶意评论数据集“中的意外偏差
https://www.kaggle.com/c/jigsaw-unintended-bias-in-toxicity-classification
min-diff
https://arxiv.org/pdf/1901.04562.pdf
Fairness Indicators GitHub 代码库
https://github.com/tensorflow/fairness-indicators
此链接
https://github.com/tensorflow/fairness-indicators/blob/master/fairness_indicators/documentation/guidance.md