A grinding quality estimation model generating device includes a measurement data acquisition unit (120) configured to acquire measurement data in a predetermined period of time for each of a plurality of workpieces, the measurement data being data that is measured when grinding the workpiece using a grinding wheel in a grinding machine the measurement data being at least one of first measurement data indicating a state of a structural element of the grinding machine and second measurement data associated with a grinding region; and a first learning model generation unit (150) configured to generate a first learning model for estimating a grinding quality of the workpiece by machine learning using the measurement data associated with the plurality of workpieces as the first learning input data.
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