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Machine Learning-Based Production Optimizers

Nevroz Sen, Zhaoyang Jin, Mehdi Maasoumy Haghighi, Yunxuan Jiang, Fabian Rigterink, Brett Stewart, Suman Tripathy

US20240370796A1 · C3 AI Inc · 7 Nov 2024 · View on Google Patents ↗

Machine learning model optimization explainability application is provided explanations (e.g., natural language explanations) for the operations and decisions associated with an optimization model (e.g., optimization algorithm) used to solve an optimization problem. More specifically, the software application for machine learning model optimization explainability enables explainability for a query that determines how the solution was generated. The system can provide a query response (e.g., natural language explanation), and perform a variety of different actions to address any issues surfaced in the query response.