{"repo":"oracle/guardian-ai","free":true,"listed":false,"github":"https://github.com/oracle/guardian-ai","clone":"git clone https://github.com/oracle/guardian-ai.git","description":"Oracle Guardian AI Open Source Project is a library consisting of tools to assess fairness/bias and privacy of machine learning models and data sets.","language":"Python","stars":51,"topics":["accelerated-data-science","bias-mitigation","fairness","machine-learning","oci","oracle","privacy","responsible-ai"],"license":"UPL-1.0","category":"machine-learning","readme_excerpt":"Oracle Guardian AI Open Source Project Oracle Guardian AI Open Source Project is a library consisting of tools to assess fairness/bias and privacy of machine learning models and data sets. This package contains fairness and privacy estimation modules. The Fairness module offers tools to help you diagnose and understand the unintended bias present in your dataset and model so that you can make steps towards more inclusive and fair applications of machine learning. The Privacy Estimation module helps estimate potential leakage of sensitive information in the training data through attacks on Machine Learning (ML) models. The main idea is to carry out Membership Inference Attacks on a given target model trained on a given sensitive dataset, and measure their success to estimate the risk of leakage. Installation You have various options when installing oracle-guardian-ai . Installing the oracle-guardian-ai base package Installing extras libraries The all-optional module will install all optional dependencies. Note the single quotes around installation of extra libraries. To work with fairness/bias, install the fairness module. You can find extra dependencies in requirements-fairness.txt. To work with privacy estimation, install the privacy module. You can find extra dependencies in requirements-privacy.txt. Documentation - Oracle Guardian AI Documentation - OCI Data Science and AI services Examples - Oracle AI & Data Science Blog Examples Measurement with a Fairness Metric Bias Mi","default_branch":null,"files":null,"tree":[],"storefront":"/r/oracle","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/oracle/guardian-ai/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}