TY - GEN
T1 - AutoML
T2 - 22nd International Middleware Conference, Middleware 2021
AU - Poenaru-Olaru, Lorena
PY - 2021
Y1 - 2021
N2 - Machine learning systems both gained significant interest from the academic side and have seen adoption in the industry. However, one aspect that has received insufficient attention so far is the study of the lifecycle of such systems. This aspect is particularly important due to various ML systems' strong dependency on data, which is constantly evolving-and, therefore, changing-over time. The focus of my PhD research is the study of the implications of these dynamics on the ML systems' performance. Concretely, I propose a method of detecting changes caused by drift in the data early. Furthermore, I discuss possibilities for automating large parts of the ML lifecycle management, to ensure a better and more controllable maintenance process.
AB - Machine learning systems both gained significant interest from the academic side and have seen adoption in the industry. However, one aspect that has received insufficient attention so far is the study of the lifecycle of such systems. This aspect is particularly important due to various ML systems' strong dependency on data, which is constantly evolving-and, therefore, changing-over time. The focus of my PhD research is the study of the implications of these dynamics on the ML systems' performance. Concretely, I propose a method of detecting changes caused by drift in the data early. Furthermore, I discuss possibilities for automating large parts of the ML lifecycle management, to ensure a better and more controllable maintenance process.
KW - AutoML
KW - concept drift detection
KW - data shift
UR - http://www.scopus.com/inward/record.url?scp=85121145193&partnerID=8YFLogxK
U2 - 10.1145/3491087.3493674
DO - 10.1145/3491087.3493674
M3 - Conference contribution
AN - SCOPUS:85121145193
T3 - Middleware 2021 Doctoral Symposium - Proceedings of the 22nd International Middleware Conference: Doctoral Symposium
SP - 4
EP - 5
BT - Middleware 2021 Doctoral Symposium - Proceedings of the 22nd International Middleware Conference
PB - Association for Computing Machinery (ACM)
Y2 - 6 December 2021 through 10 December 2021
ER -