ICML 2019 Expo Demo

June 9, 2019

Expo Schedule »

Petuum Arion – A Highly Scalable Machine Learning Engine Live Demo

Sponsor: Petuum Inc.

Organizers:
Henry Guo (Petuum)

Abstract:

Arion is a next-gen distributed machine learning (ML) engine developed in-house from Petuum. Arion is a system-model-algorithm codesigned distributed system. Arion draws insights from many past projects -- different models exhibit different runtime characteristics, and different learning algorithms may demonstrate different computational patterns, both demanding model and algorithm-aware system treatments for optimal distributed execution performance.