Demonstration Paper: Monitoring Machine Learning Contracts with QoA4ML
| dc.contributor | Aalto-yliopisto | fi |
| dc.contributor | Aalto University | en |
| dc.contributor.author | Nguyen, Tri | en_US |
| dc.contributor.author | Truong, Linh | en_US |
| dc.contributor.department | Department of Computer Science | en |
| dc.contributor.groupauthor | Professorship Truong L. | en |
| dc.contributor.groupauthor | Computer Science Professors | en |
| dc.contributor.groupauthor | Computer Science - Computing Systems (ComputingSystems) - Research area | en |
| dc.date.accessioned | 2021-09-08T06:54:08Z | |
| dc.date.available | 2021-09-08T06:54:08Z | |
| dc.date.issued | 2021-04-19 | en_US |
| dc.description.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. | en |
| dc.description.version | Peer reviewed | en |
| dc.format.extent | 2 | |
| dc.format.mimetype | application/pdf | en_US |
| dc.identifier.citation | 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 | en |
| dc.identifier.doi | 10.1145/3447545.3451172 | en_US |
| dc.identifier.other | PURE UUID: 34919435-d0fe-4153-ab18-2ff7853f3dc3 | en_US |
| dc.identifier.other | PURE ITEMURL: https://research.aalto.fi/en/publications/34919435-d0fe-4153-ab18-2ff7853f3dc3 | en_US |
| dc.identifier.other | PURE FILEURL: https://research.aalto.fi/files/62839845/main.pdf | |
| dc.identifier.uri | https://aaltodoc.aalto.fi/handle/123456789/109831 | |
| dc.identifier.urn | URN:NBN:fi:aalto-202109089059 | |
| dc.language.iso | en | en |
| dc.relation.ispartof | ACM/SPEC International Conference on Performance Engineering | en |
| dc.relation.ispartof | pp. 169-170 | en |
| dc.rights | openAccess | en |
| dc.subject.keyword | Service contract | en_US |
| dc.subject.keyword | ML Serving, | en_US |
| dc.subject.keyword | SLO/SLA | en_US |
| dc.subject.keyword | System monitoring | en_US |
| dc.title | Demonstration Paper: Monitoring Machine Learning Contracts with QoA4ML | en |
| dc.type | Poster | fi |
| dc.type.version | publishedVersion |