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Code

dftest

dftest

Unit-test for data to support data centric AI

PyBryt

PyBryt

Auto-assessment tool for teaching and learning computational thinking. It is a python library that allows teachers to create assignments that allow students to explore multiple solutions while getting feedback on their work.

Marginal Contribution Feature Importance

Marginal Contribution Feature Importance

Measuring Feature Importance of data to allow explainability. This tool uses the MCI approach to measure feature importance for the global setting when a scientists are trying to understand the contribution of different features in the data to a given outcome.

CREMBO - Robust Model Compression

CREMBO - Robust Model Compression

This tool allows compressing almost any machine learning and deep learning model to any type of small model

Set-Tree

Set-Tree

In many applications of machine learning records of data contains sets of items. For example, medical records may contain sets of medications and astrological data may contain sets of stars. Set-Tree is a python tool that allows applying decision trees and boosted decision trees to such data.

CryptoNets

CryptoNets

CryptoNets allow applying Neural-Networks to data that is encrypted with homomorphic encryption to preserve privacy. The data remains encrypted during the entire inference process

Simba

Simba

A margin based feature selection algorithm implemented as a matlab library