NUQSGD: Provably Communication-efficient Data-parallel SGD via Nonuniform Quantization.
Ali Ramezani-KebryaFartash FaghriIlya MarkovVitalii AksenovDan AlistarhDaniel M. RoyPublished in: J. Mach. Learn. Res. (2021)
Keyphrases
- data sets
- synthetic data
- data collection
- data retrieval
- experimental data
- data analysis
- data mining techniques
- training data
- statistical analysis
- high quality
- original data
- raw data
- image data
- spatial data
- network structure
- data acquisition
- data transfer
- high dimensional data
- small number
- semi supervised
- data points
- end users
- data sources
- high dimensional
- training set
- decision trees