文献综述和实践案例研究揭示新的 MLOps 指南

报道来源 [7]

1. arXiv cs.LG TIER_1 English(EN) · Faezeh Amou Najafabad, Markus Haug, Keerthiga Rajenthiram, Justus Bogner, Ilias Gerostathopoulos · 2026-06-08 04:00

   ML模型集成与部署的架构重要MLOps指南：一项灰文献综述

   arXiv:2606.06535v1 Announce Type: cross Abstract: Context. Despite the growing adoption of Machine Learning Operations (MLOps), teams often approach MLOps projects in an ad hoc manner due to the lack of consolidated architectural guidance. The community would benefit from a refer…

2. Medium — MLOps tag TIER_1 English(EN) · Onur Varol · 2026-06-09 14:45

   将 AI 部署到生产环境：Spark 集群与真实世界的基础设施

   <div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/@ovarol240/deploying-ai-to-production-spark-cluster-and-real-world-infrastructure-08143dca91ee?source=rss------mlops-5"><img src="https://cdn-images-1.medium.com/max/1536/1*U85V-Xf0WcwBNWLW5f4O…

3. Medium — MLOps tag TIER_1 English(EN) · JUMMA MOHAMMAD TELI · 2026-06-09 03:30

   从数据分析师到机器学习工程师：我如何通过10个项目构建生产级MLOps作品集

   <div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/@jummamohammad477/from-data-analyst-to-ml-engineer-how-i-built-a-production-mlops-portfolio-in-10-projects-92e042da5ade?source=rss------mlops-5"><img src="https://cdn-images-1.medium.com/max/26…

4. Medium — MLOps tag TIER_1 English(EN) · Madhu Sudhan · 2026-06-09 02:24

   Databricks 模型服务：大规模生产机器学习完整指南

   <div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/@madhupand44/databricks-model-serving-the-complete-guide-to-production-ml-at-scale-03f97cf43422?source=rss------mlops-5"><img src="https://cdn-images-1.medium.com/max/1715/1*wqo4zRt_yPOaIuQpPWn…

5. Medium — MLOps tag TIER_1 English(EN) · Steffi · 2026-06-08 13:01

   从数据科学到可观测性：一个真实的MLOps项目教会我的事

   <div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/@girlsjustwannahavecode/from-data-science-to-observability-what-a-real-mlops-project-taught-me-e3e5a4a44b94?source=rss------mlops-5"><img src="https://cdn-images-1.medium.com/max/1920/1*egm0vdU…

6. Medium — MLOps tag TIER_1 English(EN) · Sivakishore Pasupuleti · 2026-06-08 07:28

   从数据到部署：我如何构建和交付了一个生产级机器学习应用

   <div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/@sivakishore.pasupuleti/from-data-to-deployment-how-i-built-and-shipped-a-production-ml-app-51695f27c700?source=rss------mlops-5"><img src="https://cdn-images-1.medium.com/max/1672/1*vPKymw82DF…

7. Medium — MLOps tag TIER_1 English(EN) · Vaibhav Gupta · 2026-06-05 18:06

   从笔记本到生产：构建真实的 MLOps 流水线（第二部分）

   <div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/@vg7134/from-experiments-to-production-serving-ml-models-with-mlflow-fastapi-docker-kubernetes-part-6860c304f615?source=rss------mlops-5"><img src="https://cdn-images-1.medium.com/max/1168/1*L1…