# Paper Studying: Deep Learning Systems
###### tags: `Main`
## [Excellent list of papers for machine learning systems](https://jeongseob.github.io/readings_mlsys.html)
## Template: [Paper Title]
* Conference/Journal: The full name of the publisher
* Year: YYYY
* Presenter: Your Name
* Slides: [link to your slides](https://xxxxxxx)
* Brief Description: Summarize the main contribution or objective of the paper in 3~5 sentences.
## Pollux: Co-adaptive Cluster Scheduling for Goodput-Optimized Deep Learning
* Conference/Journal: the 15th USENIX Symposium
* Year: 2021
* Presenter: 邱秉辰
* Slides: [Pollux簡報](https://docs.google.com/presentation/d/1dAISa2B6XVDd7Xhyz_1KHQrTvfT5zjCGPG-sitEQgXY/edit?usp=sharing)
* Brief Description: Use GOODPUT(=THROUGHPUT* EFFICIENCY) to schedule DL jobs.