Meta Papers
- How to Read a Paper [PDF]
- Low-level Advice for Systems Research [Original Link]
- A Berkeley View of Systems Challenges for AI [PDF]
- MLSys: The New Frontier of Machine Learning Systems [PDF]
- 综述类文章汇总
课程资源
- MSRA 微软人工智能教育与学习共建社区 人工智能系统(中文)
- 陈天奇 CSE 599W: System for ML(经典)
- UC Berkley CS294: AI For Systems and Systems For AI [GitHub]
- Michigan EECS 598: System for AL (W’21)
概念补课
- 什么是“云”?什么是“云原生”?
- 什么是“软件定义”?
- 什么是“disaggregation”?
Book List
- System for AI 微软人工智能系统课程 (中文)
- 机器学习系统 机器学习系统:设计与实现(中文)
- AutoML AutoML: Methods, Systems, Challenges (first book on AutoML)