MLSMM: Machine Learning Security Maturity Model

Published: 20 Jun 2023, Last Modified: 07 Aug 2023AdvML-Frontiers 2023EveryoneRevisionsBibTeX
Keywords: AML, Maturity Model
Abstract: Assessing the maturity of security practices during the development of Machine Learning (ML) based software components has not gotten as much attention as traditional software development. In this Blue Sky idea paper, we propose an initial Machine Learning Security Maturity Model (MLSMM) which organizes security practices along the ML-development lifecycle and, for each, establishes three levels of maturity. We envision MLSMM as a step towards closer collaboration between industry and academia.
Submission Number: 26
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