Responsible AI with TensorFlow tutorials
TensorFlow provides a variety of tools that you can apply in your workflow to develop machine learning models more responsibly. Review tutorials here to get started with tools for model fairness evaluation and remediation.
Fairness Evaluation and Remediation
Introduction to Fairness Indicators
An introduction to Fairness Indicators running in a Google Colab notebook. Click the Run in Google Colab button to try it yourself.Fairness Indicators with TF Hub Text Embeddings
Apply Fairness Indicators to evaluate commonly used fairness metrics in TF Hub Text Embedding models using the Civil Comments Dataset.Use MinDiff with Keras
Try MinDiff, a model remediation technique that can improve model performance across commonly used fairness metrics.Videos and blog
Learn more about Responsible AI with TensorFlow on the TensorFlow blog and on YouTube!
Responsible AI with TensorFlow
TF Dev Summit 2020
Fairness Indicators for TensorFlow
TF Dev Summit 2020
Applying MinDiff to Improve Model Fairness
TensorFlow Blog