What is Machine Learning Operations?

Machine Learning (ML) operations (MLOps) is an engineering and governance discipline that standardizes and automates the lifecycle of ML systems from experimentation through deployment, monitoring, and ongoing management in production environments. Expanded Explanation 1. Technical Function and Core Characteristics Machine Learning Operations (MLOps) applies concepts from DevOps, data engineering, and software engineering to ML workflows. It covers processes and tooling for data preparation,

How widely is Machine Learning Operations used?

68 organizations in our directory are tagged Machine Learning Operations, referenced across 6 articles and 57 open source projects.

What is Machine Learning Operations most closely associated with?

Machine Learning Operations is most closely associated with AI infrastructure and Artificial Intelligence.

Machine Learning Operations (MLOps)

Last updated August 24, 2026

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        "url": "https://www.globenewswire.com/news-release/2026/01/19/3220881/0/en/Atos-Recognized-as-a-Leader-in-ISG-Provider-Lens-2025-for-Advanced-Analytics-and-AI-Services.html"
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  ],
  "termCode": "MLOps",
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}

CollectionPage

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What we add

Graph

A glossary entry defines a term and stops there. It doesn't show where the term is actually being used or written about. We track and link every article that covers it.

NewsArticle Atos positioned in ISG Provider Lens 2025 report NewsArticle Atos reinforces data and AI position in Spain BlogPosting Aviz details monitoring capabilities for NVIDIA Spectrum-X and Cumulus Linux environments and 3 more on this page

Counted facts

A dictionary definition doesn't say how often a term is actually used. This counts it across the graph -- articles that mention it, open source projects tagged with it, and the organizations tagged with it, listed here alongside the count. A term has no peer companies, and nothing here claims otherwise.

Articles mentioning this entity 6 Open source projects 57 Organizations tagged 68 Organizations ADI Network, Aioni Solutions, Anyscale, Arango, Argilla, Arize AI, Axivora, Baseten, BentoML, Booz Allen Hamilton, Boston Consulting Group Inc, Cape Privacy, Capgemini, Civitai, ClearML, cloudcover, Cloudera, Cognetiq, Comet ML, Inc., Databricks Related terms Related terms (co-occurring topics)

The person who sent this agent gets an answer they can act on

Somebody dispatched this agent to evaluate Machine Learning Operations for a real decision: a shortlist, a vendor comparison, a purchase. "Machine Learning Operations makes X" isn't something they can act on; they need to know the claim is real and where it came from. Follow one enriched link from Act 2 and see what the agent can actually hand back to them:

The record DefinedTerm Machine Learning Operations
One of its 6 linked records NewsArticle Atos positioned in ISG Provider Lens 2025 report https://decisioninsights.ai/atos-positioned-in-isg-provider-lens-2025-report/
The primary source CreativeWork globenewswire.com https://www.globenewswire.com/news-release/2026/01/19/3220881/0/en/Atos-Recognized-as-a-Leader-in-ISG-Provider-Lens-2025-for-Advanced-Analytics-and-AI-Services.html

Our summary is written by Decision Insights Record. The source keeps its own byline. Both are in the JSON.