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Research . 2025
License: CC BY
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A Systematic Review of MLOps Tools: Tool Adoption, Lifecycle Coverage, and Critical Insights

A Systematic Review of MLOps Tools: Tool Adoption, Lifecycle Coverage, and Critical Insights

Abstract

Contents This appendix provides all materials necessary for full replicability of the study: Paper Selection Process Initial search results and screeningInclusion/exclusion criteria applicationSnowballing recordsFinal list of 41 primary studies Data Extraction Raw extracted data from each primary studyTool usage instances with paper referencesMLOps lifecycle component mappings Data Synthesis Benefits and limitations categorizationTool frequency analysisHeatmap source data (tool-to-lifecycle mappings)Category grouping analysis MLOps Tools Descriptions Detailed descriptions of all identified tools and their tool categorization

  • BIP!
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    selected citations
    These citations are derived from selected sources.
    This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    0
    popularity
    This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
    Average
    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    Average
    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
    Average
Powered by OpenAIRE graph
Found an issue? Give us feedback
selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
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