Invention Grant
- Patent Title: Model interpretation
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Application No.: US17750171Application Date: 2022-05-20
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Publication No.: US11893467B2Publication Date: 2024-02-06
- Inventor: Mark Chan , Navdeep Gill , Patrick Hall
- Applicant: H2O.ai Inc.
- Applicant Address: US CA Mountain View
- Assignee: H2O.ai Inc.
- Current Assignee: H2O.ai Inc.
- Current Assignee Address: US CA Mountain View
- Agency: Van Pelt, Yi & James LLP
- Main IPC: G06N20/20
- IPC: G06N20/20 ; G06N7/00 ; G06N20/00 ; G06F18/23213 ; G06F18/243 ; G06F3/01

Abstract:
Input data associated with a machine learning model is classified into a plurality of clusters. A plurality of linear surrogate models are generated. One of the plurality of linear surrogate models corresponds to one of the plurality of clusters. A linear surrogate model is configured to output a corresponding prediction based on input data associated with a corresponding cluster. Prediction data associated with the machine learning model and prediction data associated with the plurality of linear surrogate models are outputted.
Public/Granted literature
- US20220374746A1 MODEL INTERPRETATION Public/Granted day:2022-11-24
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