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MLOps and DevOps share many similarities in their development phases. They both support the continuous integration of source control, automated testing and a continuous delivery approach to code releases. An important difference, however, is that while DevOps embraces a shift left approach to conducting integration tests and unit tests during the development phase, MLOps uses both shift left and shift right testing to prevent model drift in production. | MLOps and DevOps share many similarities in their development phases. They both support the continuous integration of source control, automated testing and a continuous delivery approach to code releases. An important difference, however, is that while DevOps embraces a shift left approach to conducting integration tests and unit tests during the development phase, MLOps uses both shift left and shift right testing to prevent model drift in production. | ||
The term DevOps is commonly considered a combination of the concepts of development and operations. It is used in IT to refer to roles or processes that bridge various departments – usually development and operations teams – to achieve a certain project management philosophy that involves more efficiency in communications between development teams and other parts of a greater business or organization | |||
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[https://www.techopedia.com/definition/34461/machine-learning-operations-mlops Source : techopedia] | [https://www.techopedia.com/definition/34461/machine-learning-operations-mlops Source : techopedia] | ||
[https://www.techopedia.com/definition/13607/devops Source : techopedia] | |||
[[Catégorie:vocabulary]] | [[Catégorie:vocabulary]] | ||
Version du 2 août 2023 à 16:16
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Définition
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Français
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Anglais
DevOps
MLOps and DevOps share many similarities in their development phases. They both support the continuous integration of source control, automated testing and a continuous delivery approach to code releases. An important difference, however, is that while DevOps embraces a shift left approach to conducting integration tests and unit tests during the development phase, MLOps uses both shift left and shift right testing to prevent model drift in production.
The term DevOps is commonly considered a combination of the concepts of development and operations. It is used in IT to refer to roles or processes that bridge various departments – usually development and operations teams – to achieve a certain project management philosophy that involves more efficiency in communications between development teams and other parts of a greater business or organization
Contributeurs: Patrick Drouin, wiki
