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Tue 8:00 ML-based Computer System Telemetry Analytics
Burak Aksar
Thu 13:00 Invited Talk #2: Towards a General ML for Systems Methodology
Martin Maas
Thu 9:10 Keynote: Advances in ML for Systems in Microsoft Azure
Oral Session
Tue 13:00 ML for Systems
Oral Session
Mon 16:00 Systems for ML 1
Oral Session
Tue 8:45 Systems for ML 2
Thu 8:00 Practical Adoption Challenges of ML for Systems in Industry (PACMI)
Deniz Altınbüken · Lyric Doshi · Milad Hashemi · Martin Maas
Invited Talk
Mon 10:30 Systems for ML and ML for Systems: A Virtuous Cycle
Kunle Olukotun
Mon 16:36 Hydrozoa: Dynamic Hybrid-Parallel DNN Training on Serverless Containers
Runsheng Guo · Victor Guo · Antonio Kim · Josh Hildred · Khuzaima Daudjee
Tue 13:00 Matchmaker: Data Drift Mitigation in Machine Learning for Large-Scale Systems
Ankur Mallick · Kevin Hsieh · Behnaz Arzani · Gauri Joshi
Tue 16:54 dPRO: A Generic Performance Diagnosis and Optimization Toolkit for Expediting Distributed DNN Training
Hanpeng Hu · Chenyu Jiang · Yuchen Zhong · Yanghua Peng · Chuan Wu · Yibo Zhu · Haibin Lin · Chuanxiong Guo
Tue 14:51 On the Utility of Gradient Compression in Distributed Training Systems
Saurabh Agarwal · Hongyi Wang · Shivaram Venkataraman · Dimitris Papailiopoulos