Deep Learning Inference in Facebook Data Centers: Characterization, Performance Optimizations and Hardware Implications.
Jongsoo ParkMaxim NaumovProtonu BasuSummer DengAravind KalaiahDaya Shanker KhudiaJames LawParth MalaniAndrey MalevichNadathur SatishJuan Miguel PinoMartin SchatzAlexander SidorovViswanath SivakumarAndrew TullochXiaodong WangYiming WuHector YuenUtku DirilDmytro DzhulgakovKim M. HazelwoodBill JiaYangqing JiaLin QiaoVijay RaoNadav RotemSungjoo YooMikhail SmelyanskiyPublished in: CoRR (2018)
Keyphrases
- deep learning
- data center
- ibm zenterprise
- cloud computing
- cost effective
- energy efficiency
- unsupervised learning
- energy consumption
- virtual machine
- low cost
- power consumption
- unsupervised feature learning
- machine learning
- weakly supervised
- real time
- carbon dioxide
- mental models
- image features
- data sharing
- multiscale
- databases