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…
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