# 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.