Benchmarking network fabrics for data distributed training of deep neural networks.
Siddharth SamsiAndrew ProutMichael JonesAndrew C. KirbyBill ArcandBill BergeronDavid BestorChansup ByunVijay GadepallyMichael HouleMatthew HubbellAnna KleinPeter MichaleasLauren MilechinJulie MullenAntonio RosaCharles YeeAlbert ReutherJeremy KepnerPublished in: CoRR (2020)
Keyphrases
- neural network
- data transfer
- distributed network
- data sets
- distributed data
- network structure
- pattern recognition
- data collection
- distributed systems
- input data
- training data
- peer to peer
- remote server
- computer networks
- data processing
- knowledge discovery
- wireless sensor networks
- data structure
- central server
- training set
- data availability
- communication overhead
- computing platform
- artificial neural networks
- heterogeneous data
- data management
- data points
- radial basis function
- network traffic
- mobile agents
- image data
- sensor networks