MLOps详解：弥合从Notebook到生产的鸿沟 · 追踪8个来源

报道来源 [12]

1. Medium — MLOps tag TIER_1 English(EN) · Jack Cannan · 2026-07-22 10:09

   MLOps 含义解读：现代机器学习团队的必备知识

   <div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/@jackcannan04/mlops-meaning-explained-for-modern-machine-learning-teams-cde7dd4d4ddb?source=rss------mlops-5"><img src="https://cdn-images-1.medium.com/max/1536/1*gX0HHZFUdLTrKGgkJcyURg.png" wi…

2. Medium — MLOps tag TIER_1 English(EN) · Rishika Kapoor · 2026-07-21 08:46

   什么是 MLflow？管理机器学习实验的入门指南

   <div class="medium-feed-item"><p class="medium-feed-snippet">Machine Learning projects often start with excitement but quickly become messy.</p><p class="medium-feed-link"><a href="https://medium.com/@rishikakapoor.rk/what-is-mlflow-a-beginners-guide-to-managing-machine-learning-…

3. Medium — MLOps tag TIER_1 English(EN) · Gulesehar khan · 2026-07-21 07:47

   面向初学者的 MLOps — 它是什麽以及为何你现在就需要学习它

   <div class="medium-feed-item"><p class="medium-feed-snippet">Building a model is the easy part. Keeping it working in production is where most teams fail &#x2014; and MLOps is the solution.</p><p class="medium-feed-link"><a href="https://medium.com/@guleseharkhan915/mlops-for-beg…

4. Medium — MLOps tag TIER_1 English(EN) · Ula Yousef · 2026-07-20 20:47

   生产中的机器学习，MLOps 与机器学习生命周期第二部分：范围界定

   <div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/@engulayousef99/machine-learning-in-production-mlops-machine-learning-lifecycle-part2-scoping-5c80d8719487?source=rss------mlops-5"><img src="https://cdn-images-1.medium.com/max/630/0*c032UPyJp…

5. Medium — MLOps tag TIER_1 English(EN) · Saurav Singh · 2026-07-19 07:53

   MLOps入门指南：为什么大多数机器学习模型无法投入生产。

   <div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/data-science-collective/mlops-explained-for-beginners-why-most-machine-learning-models-never-make-it-to-production-f88218ade53d?source=rss------mlops-5"><img src="https://cdn-images-1.medium.co…

6. Medium — MLOps tag TIER_1 English(EN) · Pratyaksh Singh · 2026-07-18 08:05

   在 AWS 上构建自愈 MLOps 流水线：从原始数据到能自我修复的模型

   <div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/@pratyakshsingh11/building-a-self-healing-mlops-pipeline-on-aws-from-raw-data-to-a-model-that-fixes-itself-be0bdfedba53?source=rss------mlops-5"><img src="https://cdn-images-1.medium.com/max/14…

7. Medium — MLOps tag TIER_1 Español(ES) · Carlo Ceriotti · 2026-07-17 16:06

   从笔记本到生产：从零开始构建一个自愈合MLOps平台

   <div class="medium-feed-item"><p class="medium-feed-snippet">C&#xf3;mo constru&#xed; un sistema MLOps end-to-end que se monitorea solo, detecta data drift y se vuelve a entrenar autom&#xe1;ticamente &#x2014; usando una&#x2026;</p><p class="medium-feed-link"><a href="https://mediu…

8. Medium — MLOps tag TIER_1 English(EN) · Len · 2026-07-16 12:11

   MLOps 实战 — 从 Notebook 到值得信赖的系统

   <div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/@lennart.dde/mlops-hands-on-from-notebook-to-something-you-can-trust-99ba858b186b?source=rss------mlops-5"><img src="https://cdn-images-1.medium.com/max/1024/1*xhzHrZskjsd_VYRPqVmA7g.png" width…

9. Medium — MLOps tag TIER_1 Türkçe(TR) · Ömer Erdem Dilek · 2026-07-16 08:53

   什么是 MLOps？将模型从实验室转移到生产环境

   <div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/@omererdemdilek/mlops-nedir-modeli-laboratuvardan-%C3%BCretime-ta%C5%9F%C4%B1mak-dbad37fc852b?source=rss------mlops-5"><img src="https://cdn-images-1.medium.com/max/1024/1*cB6TW61Y6cNHlVzgegcyi…

10. Medium — MLOps tag TIER_1 English(EN) · Avithal_DataYoda · 2026-07-14 21:22

    超越“在我机器上能跑”：现代MLOps的三大支柱

    <div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/@avithaljunk/beyond-it-worked-on-my-machine-the-three-pillars-of-modern-mlops-8e6b119ec23f?source=rss------mlops-5"><img src="https://cdn-images-1.medium.com/max/2600/1*qQMoPaArX_n0KyGHq8tGjQ.p…

11. Medium — MLOps tag TIER_1 English(EN) · Carlo Ceriotti · 2026-07-14 11:15

    从笔记本到生产：从零开始构建一个自愈合MLOps平台

    <div class="medium-feed-item"><p class="medium-feed-snippet">How I built an end-to-end MLOps system that monitors itself, detects data drift, and retrains automatically &#x2014; using a pizza restaurant as&#x2026;</p><p class="medium-feed-link"><a href="https://medium.com/@carlo.…

12. Medium — MLOps tag TIER_1 English(EN) · Taha Bagatur · 2026-07-13 20:29

    从零开始构建生产级MLOps系统

    <div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/@mtbagatur/building-a-production-ready-mlops-system-from-scratch-4d91f75be673?source=rss------mlops-5"><img src="https://cdn-images-1.medium.com/max/2600/1*OWxSGXCV7hE8TNFDNBPpwA.png" width="27…