ZenML

ZenML 是开源 MLOps 框架（GitHub 5.6k+ stars），用 Python 可组合抽象统一机器学习管道：数据接入、训练、评估、注册与部署一体化，天然支持本地到云的无缝切换，内置实验追踪与模型注册，让团队把 ML 管道当软件工程来维护。 🔗 文章: https://ainomam.com/post/ai-agent-monitoring-with-sentry-error-tracking-for-ai-systems-2026-20260723 | GitHub Stars: 5.6k+

ZenML is an open-source MLOps framework (5.6k+ GitHub stars) that unifies ML pipelines with composable Python abstractions: data ingestion, training, evaluation, registration and deployment. It supports seamless local-to-cloud transitions with built-in experiment tracking and a model registry. 🔗 Article: https://ainomam.com/post/ai-agent-monitoring-with-sentry-error-tracking-for-ai-systems-2026-20260723 | GitHub Stars: 5.6k+