English(EN) MLOps in Plain English: What It Is, What It Actually Looks Like, and Why Most Teams Get It Wrong

MLOps成为AI部署超越模型训练的关键

作者 PulseAugur 编辑部 · [32 个来源] · 2026-05-08 08:58

MLOps正日益成为在生产环境中部署和维护机器学习模型的关键学科。虽然模型训练曾是主要焦点，但MLOps的运营方面现在被认为对现实世界的AI应用更为重要。这包括部署、服务和管理模型的策略，并特别关注与传统ML模型相比，大型语言模型（LLMs）所面临的独特挑战。各种工具和架构，例如使用Docker、Flask、AWS和MLflow的工具和架构，对于构建健壮的MLOps管道至关重要。 AI

影响强调了AI模型运营日益增长的重要性，并强调了对健壮的部署和维护策略的需求。

排序理由该集群包含多篇讨论MLOps重要性和实施的观点/教程文章，而不是特定的产品发布或研究突破。

在 Medium — MLOps tag 阅读 →

AI 生成摘要 · Google Gemini · 来自 32 个来源。我们如何撰写摘要 →

报道来源 [32]

Medium — MLOps tag TIER_1 English(EN) · Saisourav Panigrahi · 2026-05-27 12:23

The Complete Framework and Workflow of Machine Learning

<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/@panigrahisaisourav/the-complete-framework-and-workflow-of-machine-learning-a22f3db09109?source=rss------mlops-5"><img src="https://cdn-images-1.medium.com/max/2600/1*ogOujOsxicvztr9mcBIPDA.png…
Medium — MLOps tag TIER_1 English(EN) · Tapan singh · 2026-05-25 13:30

完整的机器学习框架与工作流

<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/@tapanideaprime/complete-machine-learning-framework-workflow-4c23c8897ffe?source=rss------mlops-5"><img src="https://cdn-images-1.medium.com/max/2600/1*jjFU2uIekqh3tiKGw89fbA.jpeg" width="6240"…
Medium — MLOps tag TIER_1 English(EN) · Bhavanapindi · 2026-05-24 20:04

完整的机器学习框架与工作流

<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/@bhavanapindi16/complete-machine-learning-framework-workflow-9dc773b0aaf7?source=rss------mlops-5"><img src="https://cdn-images-1.medium.com/max/600/1*OqTKa_jZ29kIl3Xrj4HUmQ.png" width="600" />…
Medium — MLOps tag TIER_1 English(EN) · Okorozara · 2026-05-23 17:33

掌握 MLOps：如何为机器学习构建持续交付和自动化流水线

<div class="medium-feed-item"><p class="medium-feed-snippet">In today’s fast-moving tech landscape, machine learning has moved from experimental projects to core business capabilities. Companies…</p><p class="medium-feed-link"><a href="https://medium.com/@okorozara0…
Medium — MLOps tag TIER_1 English(EN) · Mainuddinkhaja · 2026-05-23 13:42

完整的机器学习框架与工作流

<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/@mainuddinkhaja54/complete-machine-learning-framework-workflow-2b71d94725ad?source=rss------mlops-5"><img src="https://cdn-images-1.medium.com/max/1536/1*Zu9z7AzjVBzzUdae74ropA.png" width="1536…
Medium — MLOps tag TIER_1 English(EN) · Sivavisualpath · 2026-05-22 11:25

MLOps 实时AI部署技能新批次

<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/@sivavisualpath668/mlops-new-batch-for-real-time-ai-deployment-skills-48500c77ce35?source=rss------mlops-5"><img src="https://cdn-images-1.medium.com/max/600/1*JbxHiF0sKDjCnzHP1Djqww.png" width…
Medium — MLOps tag TIER_1 English(EN) · Wahyu ikbal maulana · 2026-05-21 19:01

构建生产级机器学习模型：MLOps 和 LLMOps 指南

<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/@wahyuikbal/building-ml-models-for-production-a-guide-to-mlops-and-llmops-67821f9706e8?source=rss------mlops-5"><img src="https://cdn-images-1.medium.com/max/1672/1*ysWPrFdmzRcG-LYa6kmeJg.png" …
Medium — MLOps tag TIER_1 English(EN) · Varun Rajput · 2026-05-21 05:42

在 Kubernetes 上构建端到端机器学习管道的经验：从验证数据到上线…

<div class="medium-feed-item"><p class="medium-feed-snippet">Part 2 of an MLOps End-to-End series — 60 models, fully automated, one Airflow DAG</p><p class="medium-feed-link"><a href="https://medium.com/@thevarunfreelance/things-i-learned-building-an-end-to-end-ml-pipeline…
Medium — MLOps tag TIER_1 English(EN) · Bharath V · 2026-05-20 14:08

MLflow：精通机器学习实验管理

<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/@bharathbirur/mlflow-mastering-machine-learning-experiment-management-7c854b9e8781?source=rss------mlops-5"><img src="https://cdn-images-1.medium.com/max/2364/1*5eJPAtD1YCS5JVsMXypReA.png" widt…
Medium — MLOps tag TIER_1 English(EN) · Creole Studios · 2026-05-20 12:51

超越代码：为什么DevOps在2026年不足以支撑机器学习

<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/@creolestudios/beyond-code-why-devops-isnt-enough-for-machine-learning-in-2026-76460b6bc95c?source=rss------mlops-5"><img src="https://cdn-images-1.medium.com/max/2600/0*BPAxGKM_Z4MjKmwd" width…
Medium — MLOps tag TIER_1 English(EN) · Nixace Technologies · 2026-05-20 10:08

MLOps入门：什么是MLOps及其在真实AI中的工作原理

<div class="medium-feed-item"><p class="medium-feed-snippet">Published by Nixace Technologies</p><p class="medium-feed-link"><a href="https://medium.com/@marketing_65979/mlops-for-beginners-what-is-mlops-and-how-it-works-in-real-world-ai-cae887a025ef?source=rss------mlops-5">Cont…
Medium — MLOps tag TIER_1 Français(FR) · Bomzai · 2026-05-19 08:54

MLOps：为您的机器学习模型构建 CI/CD 流水线

<div class="medium-feed-item"><p class="medium-feed-snippet">Déployer un modèle ML en production est souvent présenté comme une victoire. Ce qu’on évoque moins, c’est ce qui se passe après : la…</p><p class="medium-feed-link"><a …
Medium — MLOps tag TIER_1 English(EN) · Flanara · 2026-05-18 18:54

使用容器运行 AI APP MLOps

<div class="medium-feed-item"><p class="medium-feed-snippet">This doc covers how the three containers (frontend, backend, model service) were built and run on the EC2 host 13.60.28.247, how ports are…</p><p class="medium-feed-link"><a href="https://medium.com/@flanara00/ru…
Medium — MLOps tag TIER_1 English(EN) · F Notes · 2026-05-18 12:29

中等规模MLOps架构：多账户、模型监控以及何时知道你的模型…

<div class="medium-feed-item"><p class="medium-feed-snippet">Part 3 of a 4-part series. Start with Part 1 if you haven’t already.</p><p class="medium-feed-link"><a href="https://fnote.medium.com/the-medium-mlops-architecture-multi-account-model-monitoring-and-knowing-when-…
Medium — MLOps tag TIER_1 English(EN) · Pranav Prakash I GenAI I AI/ML I DevOps I · 2026-05-18 10:56

为什么MLOps比模型训练本身变得越来越重要

<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/@pranavprakash4777/why-mlops-is-becoming-more-important-than-model-training-itself-dce33750e40e?source=rss------mlops-5"><img src="https://cdn-images-1.medium.com/max/1536/1*FHfTXqwyEDex3lQ78KP…
Medium — MLOps tag TIER_1 English(EN) · Aman Pathak | DevOps | AWS | K8s | Terraform | ML · 2026-05-18 03:56

MLOps 第 4 天：使用 Docker 和 Flask 部署和提供机器学习模型

<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/codetodeploy/day-04-of-mlops-deploy-and-serve-a-machine-learning-model-using-docker-and-flask-7bfaf4aadccc?source=rss------mlops-5"><img src="https://cdn-images-1.medium.com/max/1561/1*h-OOZcHw…
Medium — MLOps tag TIER_1 English(EN) · Aman Pathak | DevOps | AWS | K8s | Terraform | ML · 2026-05-18 03:56

MLOps 第 4 天：使用 Docker 和 Flask 部署和提供机器学习模型

<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://amanpathakdevops.medium.com/day-04-of-mlops-deploy-and-serve-a-machine-learning-model-using-docker-and-flask-7bfaf4aadccc?source=rss------mlops-5"><img src="https://cdn-images-1.medium.com/max/1561/1*h-OO…
Medium — MLOps tag TIER_1 English(EN) · F Notes · 2026-05-17 15:15

AWS 上的小型 MLOps 架构：最小化、自动化、真正实用

<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://fnote.medium.com/the-small-mlops-architecture-on-aws-minimal-automated-actually-useful-4ff933ab23ab?source=rss------mlops-5"><img src="https://cdn-images-1.medium.com/max/789/1*3lMBrJ8O9wE_iFqAAB5Wbg.png"…
Medium — MLOps tag TIER_1 English(EN) · Sivavisualpath · 2026-05-16 11:33

MLOps 实时 AI 部署技能免费演示

<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/@sivavisualpath668/mlops-free-demo-for-real-time-ai-deployment-skills-28ebc1e72320?source=rss------mlops-5"><img src="https://cdn-images-1.medium.com/max/600/1*iZ345qRcs9KTjkzzXL0N0w.jpeg" widt…
Medium — MLOps tag TIER_1 English(EN) · Tech Fusionist · 2026-05-16 08:09

生产力AI工具包：2026年必备MLOps工具

<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/@thetechfusionist/production-ai-toolkit-essential-mlops-tools-for-2026-43b87abc4ef8?source=rss------mlops-5"><img src="https://cdn-images-1.medium.com/max/2600/1*6hbHB3Dx6odWW2FSWvi18A.png" wid…
Medium — MLOps tag TIER_1 English(EN) · Hamza Abbas · 2026-05-15 17:12

MLOps vs LLMOps：基础相同，失败模式截然不同

<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://hamzaabbasai.medium.com/mlops-vs-llmops-same-foundations-radically-different-failure-modes-45e7df0c44c4?source=rss------mlops-5"><img src="https://cdn-images-1.medium.com/max/2600/0*1FixtVKw3F_q6s2H" widt…
Medium — MLOps tag TIER_1 English(EN) · Turov Aleksei · 2026-05-15 10:02

部署不是流水线：使用 MLflow 进行别名驱动的本地 MLOps

<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/@turov.oeg/deployment-is-not-a-pipeline-alias-driven-local-mlops-with-mlflow-d397933d27b7?source=rss------mlops-5"><img src="https://cdn-images-1.medium.com/max/640/1*a5KIyVX5lYIorTn0RJH8xw.gif…
Medium — MLOps tag TIER_1 English(EN) · Juan Andres Mercado · 2026-05-14 20:02

MLOps 生产部署：在将模型部署到生产环境之前，没人会告诉你的事。

<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/@squadit/mlops-in-production-what-nobody-tells-you-before-shipping-your-model-to-prod-410e855ff61b?source=rss------mlops-5"><img src="https://cdn-images-1.medium.com/max/2600/1*lRHmqgXvcKlMZmMF…
Medium — MLOps tag TIER_1 English(EN) · Sivavisualpath · 2026-05-14 11:15

MLOps 实时 AI 部署技能免费演示

<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/@sivavisualpath668/mlops-free-demo-for-real-time-ai-deployment-skills-dddeaaa488ca?source=rss------mlops-5"><img src="https://cdn-images-1.medium.com/max/600/1*-X4XJcocVrTx1nwAa0NlMA.jpeg" widt…
Medium — MLOps tag TIER_1 English(EN) · Nitin Gavhane · 2026-05-12 18:04

大规模部署LLM：来自真实生产系统的MLOps经验教训

<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://nitingavhane.medium.com/deploying-llms-at-scale-mlops-lessons-from-real-production-systems-1343ea0c7555?source=rss------mlops-5"><img src="https://cdn-images-1.medium.com/max/2600/1*Fsz2M0hML0FH-ONBugLIzQ…
Medium — MLOps tag TIER_1 English(EN) · Erick Anangwe · 2026-05-12 00:52

2026年迈向专业MLOps工程师之路

<div class="medium-feed-item"><p class="medium-feed-snippet">In 2026, machine learning has transitioned from research-centric experimentation to the core of production systems, powering everything…</p><p class="medium-feed-link"><a href="https://medium.com/@erickanangwe23/…
Medium — MLOps tag TIER_1 English(EN) · Aman Pathak | DevOps | AWS | K8s | Terraform | ML · 2026-05-11 03:56

MLOps 第二天：理解 MLOps 生命周期、DevOps 与 MLOps 对比，以及真实世界工作流

<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/codetodeploy/day-02-of-mlops-understanding-mlops-lifecycle-devops-vs-mlops-and-real-world-workflow-574fd044fe2b?source=rss------mlops-5"><img src="https://cdn-images-1.medium.com/max/1561/1*3yf…
Medium — MLOps tag TIER_1 English(EN) · Ray Singh · 2026-05-10 05:41

MLOps：为什么、是什么以及如何解决生产噩梦

<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://singhray.medium.com/mlops-why-what-and-how-to-solve-the-production-nightmare-8b12866d78c3?source=rss------mlops-5"><img src="https://cdn-images-1.medium.com/max/1376/1*DLzX7qQ5h3xNjWyyzhqQuw.png" width="1…
Medium — MLOps tag TIER_1 English(EN) · Raj · 2026-05-08 08:58

MLOps通俗解释：它是什么，实际看起来是怎样的，以及为什么大多数团队会出错

<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://blog.stackademic.com/mlops-in-plain-english-what-it-is-what-it-actually-looks-like-and-why-most-teams-get-it-wrong-39fa88305b96?source=rss------mlops-5"><img src="https://cdn-images-1.medium.com/max/2600/…
dev.to — LLM tag TIER_1 English(EN) · Slimane BOUHADI · 2026-05-23 18:42

在 Windows 上构建生产级 MLOps 家庭实验室 — K8s、LLM、RAG 与 GitLab CI

<blockquote> <p><strong>TL;DR</strong> — I set up a complete MLOps stack on my Windows 11 PC using Multipass + k3s. This is the real guide — including every error I hit and how I fixed it. No fluff, no perfect screenshots. Just what actually worked.</p> </blockquote> <h2> Why Bui…
dev.to — LLM tag TIER_1 English(EN) · Parker Voeltz · 2026-05-19 19:28

# 我如何容器化一个LLM：一份实用的MLOps指南

<p><em>By MadHacker3712 | May 2026</em></p> <p>Most AI tutorials end at "run this script locally." That's not production. In production, your model needs to run the same way on your laptop, a teammate's machine, and a cloud server—without anyone asking you "wait, which Python ver…
dev.to — LLM tag TIER_1 English(EN) · 丁久 · 2026-05-12 11:27

MLOps 管道：从训练到生产

<blockquote> <p><em>This article was originally published on <a href="https://dingjiu1989-hue.github.io/en/ai/mlops-pipeline.html" rel="noopener noreferrer">AI Study Room</a>. For the full version with working code examples and related articles, visit the original post.</em></p> …

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