We introduce the Data and Network Introspection toolkit DNIKit, an open source Python framework for analyzing machine learning models and datasets. DNIKit contains a collection of algorithms that all operate on intermediate network responses, providing a unique understanding of how the network perceives data throughout the different stages of computation.
With DNIKit, you can:
create a comprehensive dataset analysis report
find dataset samples that are near duplicates of each other
discover rare data samples, annotation errors, or model biases
compress networks by removing highly correlated…Apple Machine Learning Research