[New term] `MLOps`

[Debaditya-Som]

1. Please describe why this term needs to be added

What this term is about? (briefly)

• Machine Learning Operations, referred to as MLOps is streamlining the process of putting machine learning models into production, then maintaining and monitoring them.
• It combines principles from DevOps and machine learning to create a framework that ensures the seamless integration of machine learning into the software development lifecycle.

Why this term needs to be added? (briefly)

• The use of machine learning models into practical applications has gained importance recently across several sectors. This calls for the use of a systematic method to manage machine learning initiatives over their full lifespan.
• Providing a connection between data science and operations, MLOps addresses crucial issues including model efficacy tracking, scalability, and reproducibility. By using the acronym "MLOps," we highlight the growing importance of this area in contemporary software development and operational IT.
• The addition of the term "MLOps", will make it easier to comprehend and explain the procedures and equipment needed for successfully implementing and overseeing machine learning models in real-world settings.

2. Checklist

• [X] The suggested term fits the cloud native definition or is essential to understanding cloud native terms. (We hope to avoid adding general or broad terminologies)
• [X] There is no existing issue yet. (shift+click to check existing issues)
• [X] The term has not already been declined in the past. (shift+click to check)
• [X] The term does not already exist in the glossary.
• [X] I understand that maintainers will assess if the term should be part of the Glossary. (Please be patient)
• [X] I want to work on this term and confirm that I meet the criteria as outlined in "who can contribute". (If not checked, maintainers will assign another volunteer)

(Note)

Maintainers will assign a label after assessment procedure. (from triage/awaiting to triage/accepted or triage/not accepted)

A contributor can be assigned to this issue after the issue get the triage/accepted label. The assignee needs to check Style Guide.

[Debaditya-Som]

If this issue is granted, I would definitely want to add this term to the existing glossary.

[Debaditya-Som]

@nate-double-u any update on reviewing this term?