Demonstration Paper: Monitoring Machine Learning Contracts with QoA4ML

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Using machine learning (ML) services, both service customers and providers need to monitor complex contractual constraints of ML service that are strongly related to ML models and data. Therefore, establishing and monitoring comprehensive ML contracts are crucial in ML serving. This paper demonstrates a set of features and utilities of the QoA4ML framework for ML contracts.

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Nguyen, T & Truong, L 2021, 'Demonstration Paper: Monitoring Machine Learning Contracts with QoA4ML', ACM/SPEC International Conference on Performance Engineering, Rennes, France, 19/04/2021 - 23/04/2021 pp. 169-170. https://doi.org/10.1145/3447545.3451172