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Currently, all the plots produced by Baler are stored in the experiment directory. As the size of the validation set or the number of examples increases, the difficulties of the results inspection and monitoring increase, too. Moreover, with the current setup it becomes difficult to present the results and find insights.
One of the possible solutions for this problem is to use mlfow or streamlit as a tool for data and result visualization.