# An Overview of Machine Learning Operations

DevFeed: [An Overview of Machine Learning Operations](<https://devfeed.tech/articles/an-overview-of-machine-learning-operations-15499.md>)

Original publisher: [Read original article](<https://developer.squareup.com/blog/an-overview-of-machine-learning-operations>)

Author: Erin Wolpert

Published: 2021-11-30T20:00:00Z

Content type: tutorial

Language: en

Sources: [Square Corner Blog RSS Feed](<https://devfeed.tech/sources/square-corner-blog-rss-feed.md>)

Topics: [MLOps](<https://devfeed.tech/topics/mlops.md>), [CI/CD](<https://devfeed.tech/topics/cicd.md>), [data-engineering](<https://devfeed.tech/topics/data-engineering.md>), [model-deployment](<https://devfeed.tech/topics/model-deployment.md>), [Model Development](<https://devfeed.tech/topics/model-development.md>), [Monitoring](<https://devfeed.tech/topics/monitoring.md>)

Tags: [ci-cd](<https://devfeed.tech/tags/ci-cd.md>), [data-engineering](<https://devfeed.tech/tags/data-engineering.md>), [data-science](<https://devfeed.tech/tags/data-science.md>), [development](<https://devfeed.tech/tags/development.md>), [lifecycle](<https://devfeed.tech/tags/lifecycle.md>), [mlops](<https://devfeed.tech/tags/mlops.md>), [model-deployment](<https://devfeed.tech/tags/model-deployment.md>), [monitoring](<https://devfeed.tech/tags/monitoring.md>), [platform](<https://devfeed.tech/tags/platform.md>)

## AI overview

An overview of MLOps as a discipline for standardizing and streamlining the machine learning lifecycle. The article explains how MLOps applies CI/CD practices, automation, and monitoring to reduce maintenance burden, complexity, and technical debt in production ML systems.

## Source excerpt

Building Mature Machine Learning Production Systems through MLOps