【机器学习】机器学习系统SysML ML Platforms (Applied)

ML Platforms (Applied)

Applied Machine Learning at Facebook: A Datacenter Infrastructure Perspective
HPCA 2018
https://research.fb.com/publications/applied-machine-learning-at-facebook-a-datacenter-infrastructure-perspective/

Machine Learning at Facebook: Understanding Inference at the Edge
HPCA 2019
https://research.fb.com/publications/machine-learning-at-facebook-understanding-inference-at-the-edge/

Meet Michelangelo: Uber’s Machine Learning Platform
https://eng.uber.com/michelangelo/

Introducing FBLearner Flow: Facebook’s AI backbone
https://code.fb.com/core-data/introducing-fblearner-flow-facebook-s-ai-backbone/

TFX: A TensorFlow-Based Production-Scale Machine LearningPlatform
http://dl.acm.org/authorize?N33328

Horovod: fast and easy distributed deep learning in TensorFlow
https://arxiv.org/pdf/1802.05799v3.pdf