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Demonstration Paper: Monitoring Machine Learning Contracts with QoA4ML
- Source :
- ICPE (Companion)
- Publication Year :
- 2021
- Publisher :
- ACM, 2021.
-
Abstract
- 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.
- Subjects :
- Service (business)
business.industry
Computer science
Service contract
02 engineering and technology
Machine learning
computer.software_genre
System monitoring
Set (abstract data type)
020204 information systems
0202 electrical engineering, electronic engineering, information engineering
020201 artificial intelligence & image processing
Artificial intelligence
business
computer
Subjects
Details
- Database :
- OpenAIRE
- Journal :
- Companion of the ACM/SPEC International Conference on Performance Engineering
- Accession number :
- edsair.doi...........9058dc2be4b222152c17a93db1efa27e