> For the complete documentation index, see [llms.txt](https://lwang010.gitbook.io/longw/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://lwang010.gitbook.io/longw/mlops/chap-7.-keep-updated/untitled/notes-on-stanford-mlsys-seminar-series.md).

# Notes on Stanford MLSys Seminar Series-MLflow

https\://mlsys.stanford.edu/

**Which components does it include?**

* Tracking: experiments and data management
* Reproducible execution
* Model packaging and deployment using REST APIs 
* Model management

Massive #Model

They brought up an interesting topic about applying different models on different facility/customer, etc for the purpose of \`

* avoid interference across different entities
* preserve privacy and compliance