本文贡献了一组在架构层面具有重要意义的 MLOps 集成与部署指南（共 25 条），分为五类，并阐述其对整体系统架构的影响。This work contributes a collection of 25 architecturally significant MLOps guidelines for model integration and deployment, organized into five categories, and describes their impact on the overall system architecture.
论文
3 张论文卡片 · 工程化 · 综述
条目 E-NF2：MLOps 架构指南 — 25 条模型集成/部署规范（灰色文献综述）
⑤ MLOps系统综述（arXiv:2604.16371）
⑤ MLOps系统综述（arXiv:2604.16371）
对聚焦MLOps工具的学术文献进行系统综述，揭示其功能、范围及其旨在解决的挑战，并突出真实MLOps pipeline中各工具间互操作性的重要性。A systematic review of the academic literature focused on MLOps tools is conducted to reveal their function, scope, and the challenges they are designed to address and highlight the importance of interoperability across MLOps tools in real-world MLOps pipelines.
Activation Functions: Comparison of trends in Practice and Research for Deep Learning
激活函数：深度学习实践与研究趋势对比
本文首次系统梳理了深度学习研究迄今为止的激活函数应用趋势，将实践中的使用情况与文献中的研究成果进行对比。This paper will be the first, to compile the trends in AF applications in practice against the research results from literature, found in deep learning research to date.