CPC G06N 3/08 (2013.01) [G06F 16/901 (2019.01); G06F 16/906 (2019.01); G06F 18/217 (2023.01); G06F 18/2148 (2023.01); G06F 18/41 (2023.01); G06N 5/04 (2013.01); G06N 20/00 (2019.01); G06V 10/776 (2022.01); G06V 10/7788 (2022.01)] | 20 Claims |
1. A non-transitory computer readable storage medium comprising instructions which, when executed by a data processing machine, cause the data processing machine to perform operations comprising:
mapping training data with inference uses in a machine learning environment, wherein the training data is used for training a machine learning model and the inference uses correspond to application of the machine learning model;
detecting, based on one or more policy/parameter thresholds, one or more discrepancies between the training data and the inference uses;
identifying, based on the one or more discrepancies, that one or more misuses of the machine learning model occurred;
determining, based on the one or more discrepancies, a misuse index value corresponding to a misuse index; and
estimating, based on the misuse index value, a severity of the one or more misuses of the machine learning model and identify one or more responses to the one or more misuses.
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