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US Patent 11556569 Visualizing machine learning model performance for non-technical users

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Is a
Patent
Patent
0

Patent attributes

Patent Jurisdiction
United States Patent and Trademark Office
United States Patent and Trademark Office
0
Patent Number
115565690
Patent Inventor Names
Joel Russell Huffman0
Stefan A. G. Van Der Stockt0
Mark Marrara0
Ellen R. Kolsto0
Date of Patent
January 17, 2023
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Patent Application Number
168726400
Date Filed
May 12, 2020
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Patent Citations
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US Patent 10719301 Development environment for machine learning media models
Patent Primary Examiner
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Brian Werner
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CPC Code
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G06F 16/355
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G06F 16/358
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G06T 9/002
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G06T 3/4046
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G06T 2207/20084
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G06T 2207/20081
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G06V 10/82
0

A method, system, and computer program product for visualizing a machine learning model are provided. A confusion matrix and model performance metric data are received from a classification model. For each data point in the confusion matrix, a corresponding pixel is generated. The pixels are grouped into clusters. Each cluster represents a label in the confusion matrix. A centroid is generated for each cluster. Using the model performance metric data, a misclassification indicator arrow is generated for each misclassified data point. The misclassification indicator arrow indicates both the predicted class and the actual class. The clusters, the centroids, and the misclassification indicator arrow are displayed as a graphical visualization of the machine learning model.

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