Holistic AI Library

Welcome to the Holistic AI library! This is an open-source tool to assess and improve the trustworthiness of AI systems. The current version of the library offers a set of techniques to easily measure and mitigate Bias across a variety of tasks.

Documentation

• Metrics
  • Binary Classification
  • Multiclass Classification
  • Regression
  • Clustering
  • Recommender
• Mitigation
  • Pre-processing
  • In-processing
  • Post-processing
• Plotting
  • Plotters

Our long-term goal is to offer a set of techniques to easily measure and mitigate AI risks across five areas: Bias, Efficacy, Robustness, Privacy and Explainability. This will allow a holistic assessment of AI systems.

Installation

You can install the library with pip using the following command:

pip install holisticai