PROGRAM - International Workshop on Performance Analysis of Machine Learning Systems
Sunday, March 28, 2021 – Virtual (10:50 am - 4:30 pm US EDT = 14:50 - 20:30 UTC)
FastPath 2021 is in conjunction with ISPASS 2021
Video of Workshop
Speakers
| Time | Speaker | Affiliation | Talk Title | Slides | Video |
|---|---|---|---|---|---|
| 10:50 - 11:00 | Organizers: Parijat Dube, Yuhao Zhu, Erik Altman | IBM, Univ of Rochester, IBM | Opening Remarks | Video | |
| 11:00 - 11:35 | Ana Klimovic | ETH-Zurich | Ingesting and Processing Data Efficiently for Machine Learning | Slides | Video |
| 11:35 - 12:10 | Christian Kästner | Carnegie Mellon University | Toward a system-wide and interdisciplinary perspective on ML system performance | Slides | Video |
| 12:10 - 12:45 | Kaoutar El Maghraoui | IBM Research | Hardware-aware Automated AI for Efficient Deep Learning across Hybrid Deployments: Current Landscape and Future Directions | Slides | Video |
| 12:45 - 13:45 | LUNCH / DINNER / BREAKFAST | ||||
| 13:45 - 14:20 | Siva Hari | NVidia | Resilience and Safety for Autonomous Vehicles | Slides | Video |
| 14:20 - 14:55 | Amrita Mazumdar | Vignette AI / Univ of Washington | Learning for Better Video Processing Systems | Slides | Video |
| 14:55 - 15:15 | BREAK | ||||
| 15:15 - 15:50 | Martin Maas | Google Brain | A Taxonomy of Machine Learning for Systems Problems | ||
| 15:50 - 16:25 | Jongsoo Park | Embedding Operations in Deep Learning Recommendation Models | Slides | Video | |
| 16:25 - 16:30 | Organizers: Parijat Dube, Yuhao Zhu, Erik Altman | IBM, Univ of Rochester, IBM | Closing Remarks |
Note 1: All times US EDT: 11:00 am US EDT = 15:00 UTC / GMT
Note 2: Summer Time / Daylight Savings Time in Europe starts on March 28 – the same day as FastPath